{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Two parallel noncomunicating zones in a reservoir\n",
    "I'm injecting the seawater into a reservoir via a long horizontal well. The injectivity is better in some areas. I assign a larger injection rate to the 1D model for that zone, and a lower injection rate to the rest of the well, which is modelled again with a 1D model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Recompiling stale cache file /home/ali/.julia/compiled/v1.1/SetPyPlot/Rkvls.ji for SetPyPlot [d6c70c59-9b85-50b1-926c-19fb5cf24e7d]\n",
      "└ @ Base loading.jl:1184\n",
      "┌ Warning: Package SetPyPlot does not have PyPlot in its dependencies:\n",
      "│ - If you have SetPyPlot checked out for development and have\n",
      "│   added PyPlot as a dependency but haven't updated your primary\n",
      "│   environment's manifest file, try `Pkg.resolve()`.\n",
      "│ - Otherwise you may need to report an issue with SetPyPlot\n",
      "└ Loading PyPlot into SetPyPlot from project dependency, future warnings for SetPyPlot are suppressed.\n"
     ]
    }
   ],
   "source": [
    "include(\"../FractionalFlow/FractionalFlow.jl\")\n",
    "using PyPlot, Dierckx, SetPyPlot\n",
    "FF = FractionalFlow\n",
    "setrcparam()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "krw0_ww = 0.271636\n",
    "krw0_ow = 0.226423\n",
    "kro0_ww = 0.640774\n",
    "kro0_ow = 0.53222\n",
    "nw_ww = 3.74488\n",
    "# nw_ow= 3.81109\n",
    "# no_ww = 1.93454\n",
    "nw_ow= 3.0\n",
    "no_ww = 2.0\n",
    "no_ow= 2.0844\n",
    "sor_ww=0.333829\n",
    "sor_ow=0.40325\n",
    "sor_mw=0.1\n",
    "swc_ww=0.212\n",
    "swc_ow=0.212\n",
    "\n",
    "u_inj_fast = 0.3e-5\n",
    "u_inj_slow = 1.0e-5 \n",
    "pv_inj_fast = 2.0\n",
    "pv_inj_slow = u_inj_slow/u_inj_fast*pv_inj_fast\n",
    "A_fast = 0.7 # normalized to a total injection area of 1.0\n",
    "A_slow = 1-A_fast # normalized to a total injection area of 1.0\n",
    "eq_const = 0.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.666666666666667"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pv_inj_slow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OnfL19T3neefOnWsUHgoKCrR58+YGPSbatWtnXJ/NKoO6Y+vOYXbv6LyNzXmuoqKiFBUV5ZS5AGez6u+Q0CVcIQHN+7V8z4jeWr71kE6UNlxR8d62TN01vJf6RDrn/2cAAACAI9hq4QXmzZtnHEu5Z88erV69ulnz9e7dWz179jTu6x5xeVqnTp2M68LCwgbbJMyUlpYajSUlNehJERwcXG/FwumTKppy9OhRyzmB1si6v8O5b7M4LTzIX/eP7msaq6m1a/5ne5v9HgAAAMDZoPDgBUJCQjRs2DDjfuPGjc2es+5pFnVPsDitf//+9e4PHTrU5JwZGRmNznHma47Meea8CQkJDj0DtFSlldXae7TINHaujSXPdOvQOMV2NN+29PnuHH1/yHzFBQAAAOAKFB68RIcOP33gMCsUnK2SkhLjOjQ0tEE8IiKiXnEiJSWlyTmTk5ON627duhmrNOoaMGDAWc155MiReisj6j4PtEY7D59UjdmZl3LOigdJCvTz1axxDQuDp/1x9R7Z7eY5AAAAAM5G4cFLHDlyxLhu7naDsrKyeidk1C0w1DVq1Cjjev369U3O+9VXXxnXo0ePdsqcdcfExsYqPj6+yWeAliwl03ybRUSwv3p1algkPFeTBnXVwG4Ni4OStC39hNbsyXXaewEAAACNofDgBfLy8rR582bjvrnf+r/zzjtGzwabzaYrr7zSdFzdExzee++9RptBlpWV6f333zd9tq5rrrlGPj6n/meVmpqqLVu2NJrr4sWLm5wTaE1SMsy3OVwU214+PjanvY+Pj02PTrD+XfL8Z3tVXVPrtPcDAAAArFB4cIH8/HyHx9rtdv361782jpQMDAzUxIkT642prKx0+GjKH3/8UY8++qhxP3bsWEVHR5uOveaaa9S9e3dJp06/ePbZZy3nfeaZZ1RQcOqb2h49ejTI8bTo6Ghdf/31xv0jjzxiuaQ7KSlJSUlJkiRfX1/de++9jfxkQMtnt9uV7MLGkmca3rezrujb2TSWllusD5MPO/09AQAAgDNReHCBpUuX6pJLLtHSpUtVWFhoOW7Hjh26+uqrtWLFCuO12bNn1ztxQpKys7PVp08fLViwQJmZmaZz1dbWasWKFbrssst0/PhxSZK/v7/mzZtn+f6BgYGaO3eucf/HP/5Rr776ar1CQW1trV555RU9//zzxmtPP/20AgICLOd95pln5O/vL0nasGGD7rjjjno9JyRp3bp1uuWWW4z7qVOn6rzzzrOcE2gNsk+W61hRhWnMWY0lz/S7CdYNW1/8Yp/KKmtc8r4AAADAaTY7Hcac7uWXX9bDDz8sSfLz81NCQoL69++vDh06yGazKS8vTzt27FBaWlq956ZMmaIVK1bIz8+v3uvp6enq1auXpFNbJ3r16qWBAweqU6dO8vf319GjR7Vlyxbl5v60Z9vHx0dvv/22pk6d2mS+U6dO1bJly4z7+Ph4DR06VHa7XZs3b9aBAweM2LRp07Ro0aIm53zrrbd09913G/cdO3bU6NGjFRYWpt27d+vbb781YoMGDdI333yjsLCwJud1pd27d2vgwIHG/a5du3T++ed7MCO0Nv/eka1fv2PedPW/T45TRIi/S973oRUpWrU92zQ2e3x/zRxFbxUAAIDWxps+3/g1PQRnKzAw0Liurq7Wrl27tGvXLsvxYWFhmjNnjh588EH5+vo2OrfdbteBAwfqFQPO1Lt3by1atEgjRoxwKN8333xTERER+stf/iK73a60tLQGRRGbzab7779fCxYscGjOu+66S3a7XQ899JBKSkqUn5+vDz74oMG4MWPGaNmyZR4vOgDukGKxzaJ3ZKjLig6S9Ntx/fWfnUdVadLT4Y31P+qXl8apQ6j1KiYAAACgOSg8uMB9992nMWPGaM2aNdq6dat2796tjIwMo0dCeHi4YmJidNFFF2ns2LGaMmWK2rVrZzlfjx49tHPnTm3atEmbN2/W7t27dezYMeXl5am8vFzh4eHq2rWrfvazn2nSpEmaOHGi0eDREQEBAXr11Vd12223adGiRVq/fr2ysrIknTo2c+TIkbrrrrt0ySWXnNU/h7vvvlvjxo3TW2+9pU8++UQZGRkqLi5WTEyMEhMT9atf/UqTJ0+Wzea8hnqAN7NqLDk41jXbLE6L7RiiXw3toUUbDzaIFVVU642vftRjP+coWwAAALgGWy2A/+NNS5HQ+lRW12rgnM9VWd1w1cEfJg/Ur4b2cOn755dUasT8dSqqqG4QCwvy05bHxig0kFo0AABAa+FNn29oLgkAbrDnSKFp0UFyzYkWZ+oYGqB7R/YxjRWVV2tlSpbLcwAAAEDbROEBANzAaptFsL+v+ke7p8fJtMt7KiLYvJfE0s3plkffAgAAAM1B4QEA3CAl07yx5KDuEfLzdc+v4pAAP910SaxpbF9OsTb/mOeWPAAAANC2UHgAADewOtFicJxrG0ue6bahPWTVz3XxpnS35gIAAIC2gcIDALjY8eIKZeSXmsbc0d+hrtiOIRqTEG0aW7MnR4dPmOcJAAAAnCsKDwDgYtstVjtI0uBY9xYeJOmOYT1NX6+1S8u2HHJvMgAAAGj1KDwAgIulZJo3luzWPlhR4UFuzka6PL6T4qPamcbe25ap8qoaN2cEAACA1ozCAwC4mHV/B/evdpAkm82m2y/rYRorKK3SR9s5WhMAAADOQ+EBAFyoptau/1qcaOHuxpJ1XZ/YXWGBfqaxxZsOcbQmAAAAnIbCAwC40P7cIpVUmm9d8NSKB0kKDfTTjRebH62550ihtqWbbw8BAAAAzhaFBwBwIattFgG+Pjq/a7ibs6lv6mXWR2su4WhNAAAAOAmFBwBwoZQM85UD53UNV6Cfr5uzqa9n51CN7BdpGvts91EdOVnm5owAAADQGlF4AAAX8rbGkme63eJozZpau/66/kf3JgMAAIBWicIDALjIybIq7c8tNo15srFkXVf2jVSvzqGmsXe2Zij9eImbMwIAAEBrQ+EBAFxkx2Hz1Q6SNDjWO1Y8+PjYdIfFqofqWrteSEp1b0IAAABodSg8AICLWG2z6NwuUN07BLs5G2s3XRKrbu3N8/l0xxHL40ABAAAAR1B4AAAXsWosOTiuvWxWx0l4QJC/r35zVT/L+LzVe2S3292YEQAAAFoTCg8A4AJ2u10pFisFvKWxZF2TB3dTQpcw09iWA/lav++YmzMCAABAa0HhAQBcID2vVAWlVaaxwbHe0ViyLl8fm353dYJl/PnVe1VTy6oHAAAAnD0KDwDgAlbbLHxs0qDuEW7OxjEj+0Xqst6dTGN7jxZpZUqWmzMCAABAa0DhAQBcINmi8NAvOkyhgX5uzsYxNptNj/3cetXDi0mpKq+qcWNGAAAAaA0oPACAC1idaJHYw/u2WdQ1qHt7TRwUYxrLPlmupZvT3ZoPAAAAWj4KDwDgZKWV1dp7tMg0NjjW+xpLnmnWuP7y8zE/deMv637USYveFQAAAIAZCg8A4GQ7Dp+0bMTo7SseJKln51Dd+rM409jJsiq9/lWamzMCAABAS0bhAQCczGqbRUSwv3p1CnVzNufm/jF9FRrgaxp7e2O6sgvK3JwRAAAAWioKDwDgZFaNJQfHtZePxRYGb9O5XaDuubKPaayyulYvfrHPzRkBAACgpaLwAABOZLfbLVc8DI71/m0Wdd19RS91bhdoGvsw+bD2Hi10c0YAAABoiSg8AIATHT5RpuPFFaaxxB7e31iyrtBAPz00tq9pzG6X5n+W6uaMAAAA0BJReAAAJ7LaZmGzSRe2gBMtznTTJbHq3dm8L8WXe3O15UCemzMCAABAS0PhAQCcyGqbRd+odgoP8ndzNs3n7+uj2eP7W8bnrd4ru938BA8AAABAovAAAE6VYtVYsoX1d6hrwsAuGhxnvlrjv5kFWr3rqJszAgAAQEtC4QEAnKS8qka7s80bLra0/g512Ww2PXb1AMv4C5+nqqqm1o0ZAQAAoCWh8AAATrIr66Sqa823HQyOa7krHiTp0l4dNXZAlGns4PESrfg2w80ZAQAAoKWg8AAATmLVWDIs0E/xke3cnI3zPTIhQT4289gra/eruKLavQkBAACgRaDwAABOYtVY8qK49vKx+sTegvSLDtMNQ7qbxo4XV+rNDQfcnBEAAABaAgoPAOAEdrvdcsVDS99mUdfDV/VToJ/5fzr+9vUBHSuqcHNGAAAA8HYUHgDACY6cLFdOofmHbqsTIVqimIhg3Tm8l2mstLJGf167380ZAQAAwNtReAAAJ7Ba7SBJg2NbT+FBku4d0UftQ/xNY+9+m6GDx0vcnBEAAAC8GYUHAHACq/4OvSND1T4kwM3ZuFZEsL9+PSreNFZda9eCz1PdnBEAAAC8GYUHAHACy/4Osa2nv0Ndt13WQ93aB5vGPt15RNszzQsxAAAAaHsoPABAM1VU12h3VqFpLLFH69pmcVqgn69mje9nGZ/3nz2y2+1uzAgAAADeisIDADTT7uxCVdbUmsZa64oHSbr2wm4aEBNuGtt6MF/rU4+5OSMAAAB4IwoPANBMVv0dQgJ81b9LmJuzcR8fH5sevTrBMv7H1XtVU8uqBwAAgLaOwgMANJNVf4cLu7eXr4/Nzdm415V9O+vy+E6msdScIq1MyXJzRgAAAPA2FB4AoJm2W6x4aK39Heqy2Wx6dMIAy/jCr36k1wMAAEAbR+EBAJohp7BcWQVlprHW3N+hrgu6R2jShV1NY/tzi7Xpxzw3ZwQAAABvQuEBAJohxWKbhSQNjmv9Kx5OmzWun6x2lSzelO7WXAAAAOBdKDwAQDNYNZbs0SlEndoFujkbz+nRKVRjB0SbxtbuyVFmfqmbMwIAAIC3oPAAAM1g1VgyMa5tbLOo645hPU1fr7VL/9hyyL3JAAAAwGtQeACAc1RVU6sdh0+axtrSNovTLuvTSf2i25nGVmzLVFlljZszAgAAgDeg8OAi+fn5SkpK0rPPPqvrrrtOiYmJiouLU3BwsEJCQtStWzeNHz9e8+bNU1aWY8fNnThxQv/85z81Y8YMDRs2TFFRUQoICFB4eLj69Omjm2++WcuXL1dVVZXDefbs2VM2m83hP35+fmf1zyEjI0Nz5szRkCFDFBkZqeDgYPXp00c33HCDVq5cSbd7tGh7jhSqorrWNNYWVzzYbDZNvaynaexkWZU+2s7RmgAAAG2Rzc4nP5eYOHGiPv30U4fGBgQE6LHHHtOTTz4pH5+GtaDi4mLdcsstSkpKUmVlZZPz9ezZU0uWLNGVV17p0NhDhxxfAu3r66vq6mqHxi5atEgPPPCASkpKLMeMHTtWy5YtU5cuXRzOwVV2796tgQMHGve7du3S+eef78GM4O2WbErXUx/vbvB6kL+Pds4ZL3/ftlfbLamo1tB5a1VU3vD3REKXMK1+8ArZbBZdKAEAAOA03vT55uy+vsY5iY6OVkJCguLi4hQaGqrS0lLt379f27ZtU3V1tSorKzV37lylp6dr8eLFDZ4vLi7Wv//97wZzXnzxxerSpYuqqqq0fft27dixQ5KUnp6uMWPGaOXKlZo4caLDeU6dOlVhYWGNjvH19XVorkWLFumuu+4y7jt06KDRo0crPDxcu3bt0rZt2yRJa9as0fjx47Vx40a1a2e+RBvwVlb9HQZ1b98miw6SFBrop19cHKu3vjnYILb3aJG+PZivn/Xu5IHMAAAA4CkUHlxk5MiRuvbaazV27Fj16tXLdMzRo0f14IMP6v3335ckLVmyRJMmTdKUKVNMx3fo0EFTp07VtGnTdOGFFzaIf/PNN7rtttuUnp6u6upq3Xrrrdq3b5+io807zZ9p7ty56tmzp2M/YCNSU1N17733Gve33nqrFi5cqNDQUOO1tWvX6sYbb9SJEye0Y8cOPfDAA1q0aFGz3xtwJ6sTLdpif4e6pl7WQ4s2HpTZerolm9MpPAAAALQxbfMrOTeYNWuWpk+fbll0kKQuXbpoxYoVGjlypPHawoULG4wLCAjQE088oYMHD+rll182LTpI0vDhw7Vu3TqFh4dLkgoLC/Xyyy837wc5B0888YTRZ+Lyyy/X0qVL6xUdJGnMmDF65513jPulS5fqhx9+cGueQHMcL65QhsVbkJ0XAAAgAElEQVQRkW2xv0NdPTqFalT/KNPY57tzlF1Q5uaMAAAA4EkUHjzMZrPpzjvvNO6Tk5MbjOnYsaOefvppRURENDlfz5496602cLTPhLPk5OToww8/NO7nz59v2rdCkiZMmKCxY8dKkmpqakyLLoC3slrtILHiQZJutzhas6bWruVbOVoTAACgLaHw4AWion76ZrCoqKjZ811++eXGdXp6erPnOxsff/yxamtPdfnv16+fhg0b1uj4adOmGderVq1yaW6AM1n1d+jeIVhRYUFuzsb7XBHfWb07h5rG3v02U+VVHK0JAADQVlB48AJ79uwxrnv06NHs+ep2jK+pce9f7tetW2dc191CYmXUqFHGdUZGhtLS0lyRFuB0KRaFh8FtfJvFaT4+Nk29zPz3WX5Jpf6VzNGaAAAAbQXNJT0sOztbCxYsMO6tGkuejZ07dxrXsbGxDj/3/fffa9WqVcrOzpbNZlOnTp10wQUX6PLLLzf6RjSlbhElMTGxyfExMTGKjo5WTk6O8Xx8fLzDOQOeUF1Tq/9mnjSNJbLNwjBlSHe98HmqSiobFkBfXrNP1w3upuAAx07KAQAAQMtF4cEDysrKdPDgQa1evVrz589Xbm6upFNbEx599NFmzV1bW6tly5YZ96d7KDjihhtuMH09KChIt99+u+bMmaMuXbo0Okdqaqpx7ejqjbi4OKPwsHfvXk2aNMnBjK3l5ubq2LFjZ/UMqy3gqNScIpVZbBVgxcNPwoL8dcOQ7lqyuWFPh9yiCi3aeFAzR1FoBAAAaO0oPLjBN998oyuuuKLRMRMmTNDy5csdaiDZmNdff1179+6VJPn4+NRrNHmuysvLtXDhQq1atUoffvhhvR4SdZWVlams7Kdu9Y4e41m3mJGfn9+8ZP/P66+/rrlz5zplLuBMyRaNJQP8fHRejGOrg9qK6Vf21rvfZqqyprZB7I31P+qWS+PUMTTAA5kBAADAXejx4GHt27fX8uXLtXr1anXs2LFZc+3evVuPPfaYcX/XXXdp4MCBjT7j7++va6+9Vm+99ZZ27NihwsJCVVVVKTc3V6tXr9bNN99s9IzIycnRxIkT661qqKu4uLjefXBwsEN51x135hyAN7Lq73BBtwgF+PFrta7uHUIsez0UVVTrtS9ZaQQAANDaseLBDbp27aqZM2dKkux2u4qKipSamqrk5GQVFBTo1ltv1Ztvvqk33nhD/fr1O6f3KCgo0OTJk40P7n369NGLL77Y5HNbt241LXhERkZqwoQJmjBhgqZOnarrr79e5eXlKigo0IwZM7R27doGz5SXl9e7Dwhw7FvMwMBA47ruignAW1kdpTk4lv4OZmaOitd732WqqLy6QWzZlnRNu7ynYjuGeCAzAAAAuAOFBzfo3bu3XnvttQavZ2dn6/HHH9fixYu1bt06DR06VOvWrdOFF154VvOXl5fr2muvNXoUhIeH64MPPlC7du2afNaRVRZXX321XnvtNd19992SpC+//FLfffedLr744nrjgoLqHyFYWVnpUP4VFRXGtaOrJJoyY8YM3XjjjWf1TFpamiZPnuyU90frdaKkUgePl5jGEnvQ38FMh9AA3Teyj+Z/1nC1VFWNXQuSUvXKzYM9kBkAAADcgcKDB3Xt2lVvv/22wsPD9ec//1knTpzQLbfcop07d8rX17FO79XV1brpppv09ddfSzr14f+jjz7SRRdd5NRcp02bpmeeeUaHDp1qErd69eoGhYczCx2Orl6oO86RYokjoqKiFBUV5ZS5gLpSMs23WUjSYE60sHTn5b20dNMhHS0sbxD7aHu2pl/RWwO7Na/HDQAAALwTm5G9wLx584zjKvfs2aPVq1c79Fxtba3uuOMOffzxx5IkPz8//fOf/9TIkSOdnqOPj49GjRpl3Nc9NvO04ODgeisWTp9U0ZSjR48a183tcwG4mtU2i5iIIMVEOGfFTmsU5O+r31xlvZXs+c/2ujEbAAAAuBOFBy8QEhKiYcOGGfcbN2506Ln77rtPy5cvl3SqMLB06VJNnDjRJTlKUkxMjHGdl5dnOqZ///7G9enVEU3JyMgwrhMSEs4xO8A9ki0aS7LaoWnXJ3ZT3yjzVU0b9h/Xhv1ndwQuAAAAWgYKD16iQ4ef9oZbfaiv6+GHH9bf/vY34/6NN97QLbfc4pLcTisp+Wlfe2hoqOmYAQMGGNcpKSlNznnkyJF6KyPqPg94m5pau/6bedI0lhhHf4em+Pn66HcTrIuLf1y9V7W1djdmBAAAAHeg8OAljhw5Ylw3td3g8ccf18svv2zcv/TSS5o+fbrLcjutbiGh7uqHuupux1i/fn2Tc9YdExsbq/j4+HPOD3C1tNxiFVc0PJlBYsWDo8YMiNKlPc1/x+3OLtTH/812c0YAAABwNQoPXiAvL0+bN2827hv71v/ZZ5/Vc889Z9w//fTTeuihh1yanySlpqZq06ZNxv2IESNMx11zzTXy8fExntmyZUuj8y5evNi45kQJeDurbRb+vjad35XGiI6w2Wx69OfWqx4WJKWqorrGjRkBAADA1Sg8uEB+fr7DY+12u379618bR0oGBgZa9ml45ZVX9L//+7/G/SOPPKInnnjinPMsLi52aFx5ebmmTZummppTHwY6duyoq6++2nRsdHS0rr/++no52u3mS6eTkpKUlJQkSfL19dW99957NukDbpdiUXg4r2uEgvwdO4kGp7alTDi/i2ns8Iky/WNLhmkMAAAALROFBxdYunSpLrnkEi1dulSFhYWW43bs2KGrr75aK1asMF6bPXu2OnXq1GDsokWL9PDDDxv3M2fO1PPPP9+sPIcOHarf/OY3jfZi2LJli4YNG1ZvRcacOXMUFhZm+cwzzzwjf39/SdKGDRt0xx131OsPIUnr1q2r15Ni6tSpOu+88871RwHcItniRItEtlmctdkT+svXx2Yae+3L/Sosr3JzRgAAAHAVP08n0Fp99913uv322+Xn56eEhAT1799fHTp0kM1mU15ennbs2KG0tLR6z0yZMkVPPfVUg7l27typ6dOnGysHQkNDjZUSjnj66adN+0YUFxfrpZde0ksvvaSoqChdeOGFiomJUXBwsAoKCpScnKz9+/fXe+buu+/W/fff3+j7JSQk6K9//avuvvtuSacKMf/+9781evRohYWFaffu3fr222+N8YMGDdIrr7zi0M8CeMrJsiql5ZqvEhpMY8mz1ieynW6+JFbLtzZc3XCitEoLv/pRs8dzyg0AAEBrQOHBBQIDA43r6upq7dq1S7t27bIcHxYWpjlz5ujBBx+Ur2/D5dp5eXmqra017ktKSvT66687nM+sWbOabFiZm5urL774wjIeHh6u5557TjNnznToPe+66y7Z7XY99NBDKikpUX5+vj744IMG48aMGaNly5Y1uoIC8AbbM81XO0iseDhXD47tq38lZ6msqmFPh7e+OajbhvZUl4ggD2QGAAAAZ6Lw4AL33XefxowZozVr1mjr1q3avXu3MjIyVFBw6oNLeHi4YmJidNFFF2ns2LGaMmWK2rUzP9velTZs2KBNmzZp06ZNSk5OVk5OjvLy8lRYWKjQ0FBFRkYqMTFRY8aM0S9/+cuzzvHuu+/WuHHj9NZbb+mTTz5RRkaGiouLFRMTo8TERP3qV7/S5MmTZbOZL7cGvIlVf4fIsEB1ax/s5mxah6iwIE2/opf+/GVag1h5Va1eXrNPf5wyyAOZAQAAwJlsdqvOfy40btw4d79lA927d9eiRYs8nQa8yO7duzVw4EDjfteuXTr//PM9mBG8ydRF3+rrfccavD7+/GgtvO1iD2TUOhRXVGvE/HXKK6lsEPOxSZ8/dKX6RrMiCgAA4Gx50+cbj6x4WLNmjUe/5bbb7YqPj/fY+wNoWWpr7dpuseKB/g7N0y7QTw+M6aunPt7dIFZrl+Z/nqq/T6WwAwAA0JJ59FQLu93ukT8AcDYOHC9WYXm1aSyRwkOz3XJpnHp0CjGNffFDjr5Ld/yIYgAAAHgfj/Z4CAsL0zXXXOPW91y+fLlb3w9Ay2d1jKafj00XdItwczatT4Cfj2aN66/73zU/2ve5/+zRh/cNox8MAABAC+XRwkN0dLSWLVvm1vdcvnw5f3kFcFasGksOiAlXcEDDk2hw9v7fBTH6+4YD2nH4ZINYckaBPt+dowkDu3ggMwAAADSXR7daAEBLkGKx4mEwx2g6jY+PTY9enWAZn//5XlXX1FrGAQAA4L0oPABAI4rKq5SaU2Qao/DgXMP6dNbI/pGmsQPHSvT+d4fdnBEAAACcwWOFB082eaTBJABH7Th8Ula/Mmgs6Xy/m5Agq91wL63Zp9JK8yafAAAA8F4eKTxUVVWpqqpKe/fubVPvDaDlST5k3t+hY2iA4jqan8SAczcgJlzXDe5mGjtWVKFF3xx0c0YAAABoLo8UHnx9feXr6ysfH/e/vSffG0DLk5Jp3t8hMa49jWpd5Lfj+ivAz/x39BtfHVBecYWbMwIAAEBz8OkbACzY7XbLEy0Gs83CZbq1D9Ydw3qaxoorqvXql2nuTQgAAADNQuEBACyk55XqRGmVaYzGkq41Y2QfhQeZn/i8fOshZeSVujkjAAAAnCsKDwBgwaq/g49NurA7hQdXah8SoBmj4k1jVTV2LUhKdXNGAAAAOFcUHgDAQkqmeeGhf5dwhQaafxsP57ljWE/FRASZxj7+b7Z2Hj7p5owAAABwLig8AICFlAzzxpJss3CPIH9fPXxVP8v4K2v3uzEbAAAAnCuv/8rus88+0+rVq7Vt2zZlZWWpoKBA5eXlstvtDj1vs9lUUUEHdABnp7SyWnuPFpnGEmks6TZTErvrrQ0HlZrT8N/F2r05yswvVSzHmgIAAHg1ry08fP3115o+fbrS0n7qXu5osaEujrsDcC52HD6pmlrz3zmseHAfXx+bfnd1f925+LsGMbtdWrblkH7/8wEeyAwAAACO8sqtFsuWLdOYMWOUlpYmu91u/JFOFRLMigmnX7eKA8DZSLY4RjMi2F+9O4e6OZu2bVT/KPWPDjONvbctU2WVNW7OCAAAAGfD61Y87Nq1S/fcc49qamqMAsKwYcM0duxYxcTE6L777pPNZlNUVJT+8Ic/qKCgQAcOHNCXX36pffv2SZJ8fX01a9Ysxcebd0QHgKY01t+B4qZ72Ww2TR3WQ4+v3NUgdrKsSqu2Z+mWS+M8kBkAAAAc4XWFh7lz56qiokI2m03t2rXTP/7xD02aNMmI33fffZKk8PBw3X333fWe/c9//qOZM2fq0KFDWrhwoT744AONHj3arfkDaPnsdrtSLFY80N/BM64b3E3Pr96rwvLqBrElm9J18yWxFIQAAAC8lFdttSgpKdFHH31k/OXxzTffrFd0aMrPf/5zfffddxowYIAKCgr0i1/8QllZWa5KF0ArdfhEmY4XV5rG6O/gGSEBfvrFxbGmsb1Hi7T1YL6bMwIAAICjvKrwsGnTJlVXn/o2a+DAgbrxxhvPeo5OnTppxYoV8vX11YkTJ/Sb3/zG2WkCaOWs+jvYbNKFsRQePGXqZT1ltahhyaZ0t+YCAAAAx3lV4SE9Pd24njBhQqNjKyvNv42UpAsuuEDjxo2T3W7XJ598osLCQmelCKANsOrv0DeqncKD/N2cDU6L6xSi0f2jTGNJP+Qou6DMzRkBAADAEV5VeMjP/2mpbO/evU3H+Puf+kt/WVnjf8EcOXKkJKmiokIbNmxwToIA2gSrFQ/0d/C824f1NH29ptauf2w55N5kAAAA4BCvKjzUbQwWFBRkOiYsLEx2u135+fmqra21nCsyMtK4zs7Odl6SAFq18qoa/ZBtvkqK/g6eNzy+s3pHmh9numJbpsqrOFoTAADA23hV4aF9+5/+Un/ihPk3jqcLCrW1tTpw4IDlXEVFRcZ1Xl6ekzIE0NrtzDqp6lq7aYwVD57n42PT7Zf1NI3ll1Tqk/9SaAYAAPA2XlV4iI+PN67T0tJMxwwcONC4Xr9+veVcGzduNK7DwsKanxyANsHqGM2wQD/1iWzn5mxgZsqQ7moXaH4a9JLN6bLbzQtHAAAA8AyvKjxccMEFxvXWrVtNxwwfPty4fu2114xTMOrauXOnVq1aZdwnJCQ4MUsArVnyIfPGkhfFtZePj8WRCnCrdoF+umFId9PYrqxCfXfIvHgEAAAAz/CqwkNkZKQGDBggu92ulJQUHT58uMGYX/ziF/LzO/VN186dOzVp0iSlpKSopqZGJSUleu+99zRu3DhVVVVJkjp06FCvWAEAVux2u2VjycFss/AqUy/rYRl74fNUVj0AAAB4Ea8qPEjS//t//0/SqQ8AixcvbhCPiYnRjBkzjL9UJiUl6eKLL1ZAQIDCw8P1y1/+Ujk5ObLb7bLZbPrtb3+rwMBAd/4IAFqo7JPlyi2qMI3RWNK79I5spyv7RZrGvj2Yry/35ro5IwAAAFjxusLDzTffrG7duqlr16764IMPVFlZ2WDMc889p2HDhhnFB7vdbvyRfjodY+LEiXr00UfdlzyAFs2qv4MkDY6l8OBt7rnC/NhlSXr+s72qsWgSCgAAAPfyusJDYmKiMjMzlZmZqe3btysgIKDBmJCQEH3xxReaPXu2QkPrH6tmt9sVERGhZ555RitXrqx3RCcANMaqv0PvyFC1D2n4uwieNbxvZw2P72wa25dTrA+TG27XAwAAgPuZtwVvAYKDg/X888/rmWee0datW5WVlSW73a64uDj97Gc/M/pAAICjUjLNVzxwjKb3evTqBE189RvT2Etf7NM1F3ZVkL+vm7MCAABAXS3+03lAQICuuOIKT6cBoIWrqK7R7qxC0xj9HbzXwG4Ruvairvpoe3aD2JGT5Xp7Y7ruG9nHA5kBAADgNK/bagEAnrA7u1CVNbWmMVY8eLdZ4/rL39d8W93r69NUUNqwVxAAAADcx+sKD3a7XcePH9eJE5zDDsB9kg+Z/84JDfBVv+gwN2eDsxHbMUS/Gmp+vGZRebX+si7NzRkBAACgLq8oPBQWFurpp5/WkCFD5O/vr+joaHXu3FmBgYEaPny4XnnlFVVUmB9xBwDOkJJp3ljywtj28vWhSa23u390X7ULNN89uGTTIR0+UermjAAAAHCaxwsPGzduVHx8vObOnauUlBTV1tYaR2NWVVVp8+bN+s1vfqMBAwZoz549nk4XQCu1PcO88EB/h5ahY2iA7h1hfrxmZU2tXvxin5szAgAAwGkeLTzs2LFDV111lY4fPy673S6bzWYcf1n32m63Kz09XSNGjFB2dsMGYgDQHDmF5coqKDON0d+h5bhzeC9FhQWaxlamZOmHbPPmoQAAAHAtjxYe7rzzTpWXlxtFBrvdrs6dO+tnP/uZEhMTFR4ebhQkJCkvL0/333+/J1MG0AqlZFj3lLkolhUPLUVIgJ8evqqfacxul57/bK+bMwIAAIDkwcLDhg0blJycbBQVBgwYoHXr1iknJ0ebN2/Wtm3blJeXp3/961+KiYkxChMfffSRMjIyPJU2gFYo2WKbRc9OIerUzvwbdHinG4d0V5/IUNPYV/uOaVPacTdnBAAAAI8VHj788EPjulevXtq4caNGjBhRb4yPj48mT56sDRs2KCIiQpKM4gMAOIvViofBbLNocfx8ffTIhATL+LzVe1Vba3djRgAAAPBY4eH77783rv/whz8YhQUzvXr10m9/+1vj/rvvvnNpbgDajsrqWu04fNI0lkhjyRZp3HnRGtLDvGi0M+ukPt15xM0ZAQAAtG0eKzwcOHDgVAI+Ppo0aVKT46+99lrj+uDBgy7LC0DbsvdooSqqa01jrHhomWw2mx672nrVwwufp6rS4t85AAAAnM9jhYeTJ099wxgZGanQUPP9uHX16dOnwbMA0FzJh8y3WQT5+yihS5ibs4GzXNyzo646L9o0lpFfqne2HnJzRgAAAG2XxwoPpaWlstlsateunUPjg4ODjevy8nJXpQWgjUnJNG8sOah7e/n5evTgHzTT7yb0l4/NPPbnL9NUVF7l3oQAAADaqBb5t2q7ncZgAJwj2bKxJP0dWrr4qDDddEmsaSy/pFJ///qAmzMCAABom1pk4QEAnOFYUYUy88tMY4n0d2gVHhrbT0H+5v+p+/uGg8otZAUdAACAq1F4ANBmWR2jKbHiobWIDg/SXcN7mcbKqmr08tr9bs4IAACg7fHzdAJlZWX6+uuvXfrMlVdeebZpAWgDrPo7dO8QrKiwIDdnA1f5nxF99M7WDJ0obdjT4b1tmbpreC/1iXSs3xAAAADOnscLD9nZ2Ro1apTD4+12+1k9Y7PZVF1dfa7pAWjFrE604BjN1iU8yF/3j+6rp//9Q4NYTa1dL3yWqjduG+KBzAAAANoGr9hqYbfbHfpjs9lks9nO6hlPNaLMz89XUlKSnn32WV133XVKTExUXFycgoODFRISom7dumn8+PGaN2+esrKyznr+tWvXaurUqerXr59CQ0PVsWNHDRo0SLNnz9bevXvPKec9e/Zo9uzZGjRokDp27KjQ0FD169dPt99+u9auXXtOcx4/flwLFizQsGHDFBMTo6CgIPXo0UM///nPtWzZMlVV0VUenlFdU6sdh82P5k1km0Wrc+vQOHXvEGwa+2z3UX1vUYQCAABA89nsHvpk7uPjnpqHzWZTTU2NW96rrokTJ+rTTz91aGxAQIAee+wxPfnkk03+cyksLNQ999yj9957z3KMv7+/5s6dq8cee8zhfJ977jnNmTOn0ULALbfcooULFyosLMyhOf/973/rzjvv1LFjxyzHJCYm6t1331W/fv0cztVVdu/erYEDBxr3u3bt0vnnn+/BjOBKu7JOauKr35jGVs28XBfFUnxobT7anqUHV2w3jV3Ss4Pe/5/LjOI2AABAS+dNn288ttXiqaee8tRbu110dLQSEhIUFxen0NBQlZaWav/+/dq2bZuqq6tVWVmpuXPnKj09XYsXL7acp6qqStdff3291QcDBw7UkCFDjL4XR48eVVVVlX7/+9+rqqpKTz75ZJP5Pfnkk3rmmWeM+65du2r48OEKCgrS999/r927d0uS3n33XeXl5enTTz+Vn1/j/9NJSkrSddddZ2xzCQkJ0ZgxYxQZGam0tDRt2LBBdrtdycnJGjNmjLZu3aquXbs2mSvgLFb9HQL8fHReTLibs4E7TBrUVX/fcEC7sgobxLaln9DaPbkae160BzIDAABo3Ty24qG1W7BggSIiIjR27Fj16mXeUf3o0aN68MEH9f777xuvffDBB5oyZYrp+LoFgqCgIL399tu6+eabjXhlZaX+93//Vy+88ILx2vr16zVixAjLPNeuXauxY8ca94888oieeeYZBQQEGK+9++67uvPOO1VefurYublz5zZa0MjPz1efPn1UUHDqg92YMWP03nvvqVOnTsaY7du369prr1VGRoYkadSoUfryyy8t53QHb6oIwvV+8952/Sul4TanIT066MP7hnkgI7jDN/uP61dvbTWN9Y1qp9UPXiE/X6/YhQgAANAs3vT5hr9ducisWbM0ffp0y6KDJHXp0kUrVqzQyJEjjdcWLlxoOjY3N1cvvviicf/yyy/XKzpIp7ZszJ8/XzfddJPxWlPbLX7/+98b1zfffLOef/75ekUH6dQWi5deesm4X7BggY4fP2455x//+Eej6NCnTx99/PHH9YoOknTRRRfpk08+kb+/vyRp3bp1SkpKajRXwJmsVjzQ36F1G963s67o29k0tj+3WB8mH3ZzRgAAAK0fhQcPs9lsuvPOO4375ORk03FLlixRSUmJJKlfv3665557LOecP3++0Sti8+bNSklJMR23bds2ffvtt5IkX19fzZ8/33LO//mf/1Hfvn0lSUVFRVq2bJnpuKqqKv3973837p9++mmFhISYjh00aJBuv/124/4vf/mL5fsDzpRfUqmDx0tMY5xo0fr9bkKCZezFL/aprNL9fYEAAABaMwoPXiAqKsq4LioqMh2zatUq4/qOO+5otAFaXFycxowZY9yvXLmyyTnHjBmj2NhYyzltNpvuuOOOJudcv369sdohLCzMctvIadOmTTOuk5KSjOIK4ErbM61PMEik8NDqDewWockXmfeUySms0NubDro5IwAAgNaNwoMX2LNnj3Hdo0ePBvHy8nJt2bLFuK+7NcNK3TFWvRPWrVt3znNu2rRJFRUVjc552WWXKTAwsNE5L730UmNFRHl5uTZv3txkHkBzpWSYb7OIiQhSl4ggN2cDT/jtuP4KsOjl8Nf1P+pESaWbMwIAAGi9KDx4WHZ2thYsWGDcm60QSE1NVW1traRTKw8GDx7c5LyJiYnGdd3CRl11X6873pE5a2pqtG/fvmbP6efnpwsuuKDJXAFnSs4wX/HAaoe2I7ZjiH41tGGhV5KKyqv1xtc/ujkjAACA1ssjx2l+/fXXkqTg4GBdcsklbea9TysrK9PBgwe1evVqzZ8/X7m5uZJO9W549NFHG4xPTU01rqOiohQU1PQ3snFxccZ1fn6+jh07psjISOO13NxcY0uEZL7S4kxBQUGKjIzUsWPHJEl79+6tVzQ4M1dH5jyd69atW405nSE3N9fI01FpaWlOeW94t5pau/6bedI0NpjGkm3Kr0fH65/fZaqoorpB7N2tGXpwTF+FBHjs1GkAAIBWwyN/oxo5cqRsNpvi4+PrfVBtre/9zTff6Iorrmh0zIQJE7R8+XJFREQ0iOXl5RnX0dGOnTHfpUuXevf5+fn1Cg915zzbeU9/oM/Pz3d6rmZznovXX39dc+fOdcpcaF325xap2OSDpkRjybamY2iA7h3ZRy983vC/BYXl1VqVkq1f/izO5EkAAACcDY9ttbDb7bLb7W3uvc/Uvn17LV++XKtXr1bHjh1NxxQXFxvXwcHBDs175ri6c5jdn8u8Z85x5mvOmhNwJuRnGQ8AACAASURBVKv+Dv6+Np3fNdzN2cDTpl3eU+FB5jX4JZvSvea/FQAAAC2Zx9aQNnYqQ2t7765du2rmzJmSThU9ioqKlJqaquTkZBUUFOjWW2/Vm2++qTfeeEP9+vVr8Hx5eblxHRAQ4NB7ntnUsayszHLOc533zDnPnNdZcwLOlHzIvL/D+V0jFOTv6+Zs4GkhAX666ZJY/X1Dw5MsUnOKtOVAvi7r08kDmQEAALQebF51g969e+u1115r8Hp2drYef/xxLV68WOvWrdPQoUO1bt06XXjhhfXG1e3pUFnpWKf1M0+cOHP1wZl9IiorKx3qHVF3XrMVDUFBQSotLT3nXB1dJdGUGTNm6MYbbzyrZ9LS0jR58mSnvD+8V0qm+YoH+ju0XbcN7ak3vzkos8UNSzalU3gAAABoJo8WHg4dOqTevXu7/X29Zels165d9fbbbys8PFx//vOfdeLECd1yyy3auXOnfH1/+ua1Xbt2xrWjKwLOHFd3DrP7srIyhwoPdec9c47Tr50uPJxLrmZznouoqChFRUU5ZS60HidLq5SWa76dhxMt2q64TiEakxClNXtyG8SSfjiqrIIydWvvnKIoAABAW+TRwkN1dbXS09Pd+p6e3OJhZd68eVq8eLEKCwu1Z88erV69WhMnTjTinTr99G1bTk6OQ3MePXq03v2Z/SPqznl63g4dmv7gVXdes54UnTp1Mk7pOJdcrfpcAM6w/bD5ageJFQ9t3e3DepoWHmrt0j+2HNLvJiR4ICsAAIDWoc01l/SmxpKnhYSEaNiwYcb9xo0b68X79+9vXOfm5jboz2AmIyPDuO7YsWO9Ey2kUysC2rf/6YPWoUOHmpyzvLy83hGVCQkN/yJeN1dH5jwzV7M5AWex6u8QGRbIN9pt3PD4zuoTGWoaW/FthsqratycEQAAQOvhkRUPTz31lCfeth5v+2a97mqDM4+67N+/v3x8fFRbWyu73a7t27dr6NChjc6XnJxsXA8YMMB0zIABA7R582ZJUkpKisaPH+/wnL6+vqaNMAcMGKBVq1YZczalurpau3btajJXwBms+jskxrX3ytVQcB+bzabbh/XUkx/tbhA7UVqlj/+brV9cHOuBzAAAAFq+Nlt48DZHjhwxrs8sigQFBWno0KHatGmTJGn9+vVNFh6++uor43r06NGmY0aNGmUUHtavX69HH33U4TmHDRvW4OSM03POmzdPkrR582ZVVlY2errFtm3bVFJSIunUz3nZZZc1mgNwrmpr7UrJMF/xMJj+DpB0fWJ3zf8sVcUV1Q1iSzal68Yh3SlQAQAAnAOPbbXAT/Ly8owCgGT+rX/d0xYWL17c6HyHDx/W2rVrTZ+1mnPNmjU6fPhwo/MuWbKkyTlHjhypiIgISVJhYaH+9a9/NTpn3Z/lqquuUmio+VJnoLkOHP//7N13WBVn+jfw7xx6FykCCtjFLhh7UFRUTNTVGEvUtUSzazSasjEx2desmv2lZ01W465J1IjGGFcTy8beiYgNYkHAgkhTQXpvZ94/WCcgM3TmDPD9XJdXZs4985z7JAHPuc/z3E82svIrfqAE2FiSSlmbGeP5vm1kY+GJmbissFSHiIiIiCrHwkMDSE1Nrfa1oijilVdekbaUNDMzK9dY8rE5c+ZIH8qjoqLw7bffKo751ltvoaSkdD3yoEGD4OPjI3tdv3790K9fPwBASUlJpTMevv76a0RFRQEAbGxsMHv2bNnrTExM8NJLL0nn7733nuLuFtevXy9XeFi8eLHi8xPVVeg9+WUWxjoBPVvbqZwNadXsQZ6Kse+CY9RLhIiIiKgJYeGhAQQGBqJfv34IDAxEZmam4nVXr17F2LFjsWPHDumxZcuWVdhxAihtBvnGG29I50uXLsXOnTvLXVNYWIjly5fjhx9+kB57vOxBSdn4999/j3feeQdFRUXlrvnxxx/x2muvSedvvvkmHB0dFcdcvny51Ljy1q1bmDhxYoW+FVeuXMH48eNRWFgIoHSJRlU9JojqIixO/tvqrq62sDA1ko1R89PeyRrDOjvJxg5df4CHmVU39yUiIiKi8gRRa1s8NAFffPEFXn/9dQCAsbExvLy80KVLF9jb20MQBKSkpODq1au4fft2ufsmT56MHTt2wNhYvvVGUVERAgICcOLECemxnj17wsfHB/n5+Thz5ky5XhGrVq3Ce++9V2W+K1aswN///nfp3M3NDUOHDoWZmRkuX75crvnjqFGjcODAAcUcHzt8+DDGjRuH4uLSqe1WVlbw9/eHo6Mjbt++jTNnzki7i7Ru3RoXLlyAm5tblbk2pPDwcPTo0UM6v379Orp3727AjKg+jVlzBlEPsyo8PnuQJ1b/oYfMHdRcnYxMwrzvLsrG5g5ui5UT+HuBiIiItE9Ln28M0lyyqSvbdPHxrg1lP7w/ycbGBitXrsSrr74KIyPlb15NTEzw008/4U9/+pM02+HatWu4du1ahetWrlyJd999t1r5rl69GmZmZli9ejWKioqQmJhYbhbGY9OnT8eGDRuqLDoAwJgxY/DTTz9h/vz5SE5ORk5ODvbu3VvhOm9vb/zwww8GLzpQ05aVX4SbSRWLDgD7O1BFwzo7oa2DJWJScivEvj9/D/OGtIWnA/vREBEREVUXZzw0kJs3b+LYsWM4f/48wsPDERsbi/T00jXmtra2cHV1RZ8+feDv74/JkyfD2tq6RuMfO3YMW7Zswblz53D//n2YmJjA3d0dY8aMwfz582u1LWVERAS+/fZbHDlyBHFxcSgqKoKrqysGDRqEOXPmwN/fv8ZjJicnY/Pmzfj5558RHR2N9PR0tGrVCt27d8cLL7yAF154ASYmJjUetyFoqSJI9evXW48wa+N52djpZX78EEkVbD57F6v235CNje/thrUveKucEREREVHNaOnzDQsPRP+jpR9Mql9rj9/C50dvVnjcwcoUl/6fP7dIpAryi0ow4rNTSMyQ7+mw75Uh6NWmhcpZEREREVWflj7fsLkkETV5obHyjSW9PVqw6ECyzE2M8MboLorxjw5GgnV7IiIiouph4YGImjRRFBEWJ7+Vpjf7O1AlJnm3hpeLjWws+E4Kztx6pHJGRERERI0TCw9E1KTFpOQiPbdINubtwanypMxIJ+DtAC/F+EcHI6HXc9YDERERUVVYeCCiJi30nvwyC50A9OYafaqCXxcnDGzfUjYWcT8Te35LUDkjIiIiosaHhQciatLC4uQLD11cbGFlxh2FqXKCIOCdscq7BH1+5Cbyi0pUzIiIiIio8WHhgYiatNB78v0dfLjMgqqpt3sLPNvTVTaWkJ6HbSH3VM6IiIiIqHFh4YGImqzcwmJEPsiUjbGxJNXEsjFdYKyT3wFl3cnbyMiT7yNCRERERCw8EFETdiUuA0q9/zjjgWqiraMVZgzwkI2l5xbhX6fuqJwRERERUePRqBY4JycnIyoqCmlpacjOzoa1tTXs7e3RpUsXODk5GTo9ItIYpf4OLSxN0M7RSuVsqLFbMqITdl+OR05hxZ4Om8/exexBnnBrYWGAzIiIiIi0TfOFh+vXr+Obb77Bvn37EBsbq3idu7s7Jk6ciPnz56Nnz54qZkhEWqXU38HbvQUEQX7aPJESJxszvDS0Pb44dqtCrKBYjy+O3cQnz/c2QGZERERE2qbZpRYpKSmYM2cOevfujXXr1uHevXsQRVH6A6DceWxsLNauXYs+ffpg7ty5SElJMfArICJDEkURvynMeGB/B6qtl3zbw9HaVDa263I8bj7MUjkjIiIiIu3TZOHhzp07eOqpp7Bt2zapyPCkyh7funUr+vXrh+jo6IZMk4g0LC41D4+yC2Vj3uzvQLVkZWaMV0d2ko3pReDjg5EqZ0RERESkfZpbapGeng4/Pz8kJCSUmwo9ZMgQBAQEoGfPnnBycoKVlRVycnKQnJyM69ev49ChQzh79qx0fUxMDIYPH44rV66gRQt+yCBqbpT6OwhC6faIRLU1vb8HNp2Nwd1HORVixyOTcD46BQPaOxggMyIiIiJt0lzh4c0335SKDqIoYtiwYVi3bh26d++ueM+ECRPw7rvv4saNG1iyZAlOnjwJQRAQHx+PZcuW4ZtvvlHxFRCRFoTeky88dHK2hq25icrZUFNiYqTDsjFdsOj7UNn4hwcj8fOiwewjQkRERPQ/mlpqkZGRge+//156szZ9+nQcO3as0qJDWd26dcPRo0cxffp0qffDtm3bkJGR0ZBpE5EGhcXJN5b0YX8Hqgdje7gozpz5LS4dh64/UDkjIiIiIu3SVOHhxIkTKCgoAAC4uLjgm2++gZGRUY3G0Ol0+Oabb+Dq6goAKCwsxPHjx+s9VyLSrvyiEtxIzJSNsb8D1QdBEPDOWC/F+CeHo1BUolcxIyIiIiLt0lThoex2mdOmTYOVlVWtxrGyssK0adOk87i4uDrnRkSNx7WEDBTr5RvQcsYD1ZeB7R0wwstZNnb3UQ52XOTfPURERESAxgoPJSUl0nHXrl3rNFbZ+/V6futE1Jwo9XewMTdGBydrlbOhpuztAC8otXJYd+IWZz0QERERQWOFhzZt2kjHhYXy2+BVV1FRkXTcunXrOo1FRI1LWKx8f4c+7i2g07HhH9WfLi42mOzTRjb2MLOAvR6IiIiIoLHCQ9++faXj0FD5buHVVfb+p556qk5jEVHjIYoiQmPlZzx4c5kFNYA3RnWGqbH8X6dbgmPUTYaIiIhIgzRVeOjQoQOefvppiKKIXbt2ISEhoVbjJCQk4D//+Q8EQYCvry/at29fz5kSkVYlZuQjKatANubDxpLUANxaWGBSH/mZdZfupeF6AndWIiIiouZNU4UHAPjyyy9hbm6O7OxsPP/880hNTa3R/enp6ZgyZQqysrJgbm6OL7/8soEyJSItUurvAADe7pzxQA1jzuC2ijHOeiAiIqLmTnOFB29vb2zZsgUWFha4cOECvL29sX37dhQXF1d6X3FxMX744Qd4e3sjJCQEVlZWCAwMRO/evVXKnIi0QKm/QwcnK9hZmqicDTUX3dxs0b9dS9nY3iuJSM2pW98iIiIiosbM2NAJPCkwMBAAsHjxYnz++eeIi4vDH//4RyxZsgR+fn7o2bMnnJ2dYWFhgby8PCQlJeHatWs4deoU0tPTIYoijIyMsGjRIuTk5EjjVWb27NkN/bKISCXs70CGMndwW1y4W3GWXmGxHjsuxmKRX0cDZEVERERkeJorPMydOxdCmb3JBEGAKIpIS0vDnj17sGfPHtn7RFGUrtfr9fjss8+q/ZwsPBA1DQXFJbiRmCkb82HhgRrY6G6t4GpnjvsZ+RVi287dw59828PYSHMTDYmIiIgaXKN4ByQIQrliRG2vedLjYgURNQ3hiZkoLNHLxrzZWJIamLGRDrMGesrGEjPycSziocoZEREREWmDJgsPoiiq8oeImhalxpJWpkbo3MpG5WyoOZrez11xa83v2GSSiIiIminNFR70er2qf0pKSgz9komonoTFyTeW7O3eAka6ms2IIqoNB2szjO/lJhsLiU5F5AP5pUBERERETZnmCg9ERLUVpjDjgf0dSE1zK91a8556iRARERFpBAsPRNQkPMjIR6JMUz+A/R1IXT3b2MFH4f+5PWEJyMgtUjkjIiIiIsNi4YGImoQwhW00AW6lSeqbozDrIa+oBDsuxqqbDBEREZGBsfBARE2CUn+Htg6WaGllqnI21NyN7eEKJxsz2diGM9HIyuesByIiImo+jA2dQHVlZWXh4sWLuHnzJtLS0pCdnQ1ra2vY29ujc+fO6N+/P6ytrQ2dJhEZiNKOFpztQIZgaqzDzAEe+OLYrQqx1JxCfH0mGn8Z3cUAmRERERGpT/OFh127duGrr75CUFBQpVtg6nQ6+Pr6YvHixZg8ebKKGRKRoRUW63EtIUM2prTWnqihzRzgiQ2no5FXVHH3pG+D7uKPAz3hbGtugMyIiIiI1KXZpRbR0dHw9fXFtGnTcObMGej1esXCgyiKKCkpwenTpzF16lQMGzYM0dHRKmdMRIYScT8TBcV62RhnPJChONmYYf7T7WRjeUUlWCMzG4KIiIioKdJk4SEyMhIDBw5EcHBwhWKDKIoV/jwZDwoKwqBBgxAVFaVm2kRkIEqNJc1NdPBysVE5G6Lf/XlYe8UeIzsvxeF2UrbKGRERERGpT3OFh5ycHIwZMwaPHj2SHrOyssKcOXPwn//8B1FRUUhPT0dRURHS09Nx8+ZN7Nq1C3PnzpV6PAiCgOTkZIwZMwY5OTmGeilEpJLQWPnGkr3atICxkeZ+zVEzYmNugiUjOsrGSvQiPj0cqXJGREREROrT3DvyDz74AHFxcRAEAaIoYurUqbh9+zY2b96MyZMno1OnTrC1tYWRkRFsbW3RsWNHPPfcc9i0aRNu376N6dOnQxRFCIKAuLg4fPjhh4Z+SUTUwMLi5Gc8+HCZBWnAjAEecG9pIRs7HP4Ql++lqpwRERERkbo0VXjQ6/XYsGEDBEEAALz88svYsWMHnJ2dq3W/k5MTtm/fjpdffllahrFhw4ZKm1ISUeOWnFWAuNQ82Zg3G0uSBpgZG+HNSnaw+PBAJP+eIiIioiZNU4WH8+fPIzW19Jsfd3d3fPHFF7UaZ82aNfDw8AAApKam4ty5c/WWIxFpi1J/B4CFB9KO8b3c0KO1rWzs0r00HItIUjkjIiIiIvVoqvBQthnk1KlTYWJiUqtxTE1NMXXqVNlxiahpUerv0MbeAs423KqQtEGnE7A8oKti/ONDkSgukd+ZhYiIiKix01ThISnp9298OnfuXKexOnXqJB0nJyfXaSwi0i6lGQ/s70Ba83QnR/h2cpSN3U7Kxq7L8SpnRERERKQOTRUezMzMpOP8/Pw6jVVQUCAdm5rKb2VGRI1bcYkeV+MzZGNcZkFatHysF/7XxqiCNcduIq+wRN2EiIiIiFSgqcJD2SaSly9frtNYoaGh0nGrVq3qNBYRaVPkgyzkFcl/UOOMB9Ki7m52mNintWzsYWYBNp29q3JGRERERA1PU4WHfv36AQBEUcTu3buRkJBQq3ESEhKwa9cu6fypp56ql/yISFuUllmYGevQ1VW+kR+Rob0xqjNMjeT/+v33qTtIzSlUOSMiIiKihqWpwkPHjh3h5eUFQRCQk5ODKVOmICNDfhq1kszMTEydOhXZ2dkQBAFdunQp1++BiJqOMIXGkj1b28HUWFO/3ogk7i0t8cdBnrKxrIJirDtxW+WMiIiIiBqW5t6Z//Wvf5X2Mz9//jz69u2Lffv2Veve/fv346mnnkJISIj02P/7f/+vQfIkIsMLi5MvPLC/A2ndK8M7wsbMWDa2NSQGcam5KmdERERE1HDk3/UY0MyZM/H999/j0KFDEAQB0dHRmDRpEtzc3DBmzBj07t0bzs7OsLS0RG5uLpKSknDlyhUcOXIECQkJEEURgiBAEAQEBARgxowZhn5JRNQAUnMKcfdRjmyM/R1I6+ytTLHQrwM+PVxxu+eiEhGfH4nCF9O9DZAZERERUf3TXOEBAHbv3o2xY8fizJkzEAQBoigiISEBmzdvVrzn8SyJx9cPHToUu3fvVitlIlLZb3Hy/R0AwJuFB2oEXhzSDlvP3cODzIq7OO35LRELfNujR2s7A2RGREREVL80t9QCACwsLHD8+HGsWrWq3BabZT0uNDzJzMwM77//Pk6cOAFzc/OGTLNKMTEx+OabbzBr1iz07t0b9vb2MDExQcuWLdGrVy/8+c9/xunTp6s11uNZHLX5M3fuXMVx27ZtW6OxjI1rVquKjY3FypUr0bdvXzg5OcHCwgIdOnTA888/j59//lnxvyNRVULvyS+zcLMzh4udYX/2iarDwtQIr49S7kH08aFIFbMhIiIiajianPEAAEZGRlixYgUWL16MjRs34r///S8uX76M3Nzf170+/tBqZWWFvn37Yvz48Zg3bx5atmxpqLQBAGFhYVi4cCEuXLggG09LS0NaWhquXbuGr7/+Gn5+ftiyZQs8PDwaJB8XF5cGGbcqmzZtwtKlS5GTU346fHR0NKKjo7F79274+/tj69atBsuRGq8whRkPnO1Ajclknzb4NugubiVlV4gF3XqEoFvJ8O3kZIDMiIiIiOqPZgsPj7Vs2RLLli3DsmXLoNfrER8fj7S0NGRnZ8Pa2hr29vZo06YNdDrtTN6IioqqUHTo3LkzevToAUdHR6SnpyM4OBjx8fEAgFOnTmHQoEEICgpC+/btZcdcvHhxtZ8/PDwcp06dks5nzZpVrftmz54NGxubSq8xMjKq1libNm3C/PnzpXN7e3uMGDECtra2uH79Oi5evAgAOHbsGMaMGYOzZ8/C2tq6WmMTlehF/KawowUbS1JjYmykw1sBXngp8JJs/KODkRjSwRE6naByZkRERET1R/OFh7J0Oh08PDwabGZAfevYsSMWLFiAWbNmoXXr1uVier0emzdvxtKlS5Gbm4vExETMnDkTwcHBEISKbzDXrVtX7eedMmWKdOzj44MePXpU675Vq1ahbdu21X4eJVFRUVi4cKF0PnPmTGzYsAFWVlbSY8ePH8eUKVOQlpaGq1evYunSpdi0aVOdn5uah1tJWcgpLJGNccYDNTb+XZ3Rr609LsZUnMUTnpiJ/VcT8Yc+rWXuJCIiImoctDNNAKXf1K9evRqrV6/G559/buh0as3V1RWbN29GZGQk3n777QpFB6C0iDJ//nxs27ZNeiwkJARHjhyp03OnpaVh//790vmcOXPqNF5trFixAkVFRQCAIUOGIDAwsFzRAQBGjhyJ7du3S+eBgYG4ceOGqnlS46XU38HESEB3N1uVsyGqG0EQsHxsV8X4p4ejUFAsX2gjIiIiagw0VXg4cuQIVq5ciVWrVjXqD6HDhg3D3Llzq7UsYdKkSejfv790/ssvv9TpuXfs2IGCggIAgImJierbiT58+LDcbiKffPKJ4jKYgIAA+Pv7AwBKSkqwYcMGVXKkxi8sVr6/Q3c3O5ibVG85EJGW9PW0x5jurWRj8Wl5+D4kVuWMiIiIiOqPpgoPj78lB4A+ffoYMBN1DRkyRDqOiYmp01hbtmyRjp999lk4OjrWabya2rdvH/R6PYDSvhaDBw+u9Pp58+ZJx3v27GnQ3KjpCFUoPLC/AzVmbwV4wUihl8PaE7eQmV8kGyMiIiLSOk0VHlxdXaXjJ6fmN2VlezqUlNR+Ou3Nmzdx/vx56dwQyyxOnjwpHfv5+VV5/fDhw6Xj2NhY3L59uyHSoiYkI7cId5JzZGM+7O9AjVgHJ2tM6+cuG0vLLcLXp6NVzoiIiIiofmiquWTZHR0SEhIMmIm6rl27Jh27u8u/6ayOsrMdHB0d8eyzz9bo/suXL2PPnj1ITEyEIAhwcHBAz549MWTIENjaVm/dfEREhHTs4+NT5fWurq5o1aoVHj58KN3fsWPHGuVNzYvSNpoAZzxQ4/fayE74OTQBeUUVi9Df/hqNPw7yRCtbcwNkRkRERFR7mio8DB48GK6urnjw4AEOHjyIFStWGDqlBhcXF4cTJ05I5497HtSUKIrlGlXOmDEDJiYmNRrj+eefl33c3Nwcc+bMwcqVK+Hi4lLpGFFRUdKxp6dntZ7Xw8NDKjxERkZi/Pjx1cxYWVJSEpKTk2t0D2dbNA5hCttoOtuYoXULC5WzIapfzrbmWODbDmtPVPx9lF+kxxfHbuLD53oZIDMiIiKi2tNU4UEQBCxatAgrVqzA+fPn8csvv9T4W/vG5vXXX5eWV3h4eNT6Q/eJEycQG/t787H6XGaRn5+PDRs2YM+ePdi9e3e5nhRl5eXlIS8vTzpv1Uq+UdqTyhYzUlNT65bs/6xfvx6rVq2ql7FIWyrr7yC3FS1RY/Onoe3x/flYpOYUVoj9eDEO859uh47ONgbIjIiIiKh2NNXjAQCWL1+OgQMHQhRFzJgxo87bS2rZli1byu0A8eGHH8LMzKxWYwUGBkrHPXv2rNYyB6B054s//OEP2LhxI65evYrMzEwUFRUhKSkJBw8exPTp06UPcw8fPsS4cePKzWooKzs7u9y5hUX1vn0ue92TYxCVpdeL+C1OfsYD+ztQU2FjboKlI+SXnOlF4JND8r+DiYiIiLRKc4UHIyMjHD58GJMmTUJWVhbGjh2L5557Dvv27cOjR48MnV69uXTpEhYuXCidT5s2rdZbX+bk5JQrYNRktsP58+exZ88evPjii+jZsydsbGxgbGwMJycnBAQE4IcffsAvv/wCc/PSNcXp6elYtGiR7Fj5+fnlzk1NTauVQ9liS9kZE0RPupOcjaz8YtmYNwsP1ITMGOAJj5aWsrEjNx7iUkz9zA4jIiIiUoOmlloA5RtMAqW9C/bu3Yu9e/cCAGxsbGBrawtj4+qlLggC7ty5U+951sXdu3cxfvx46YN6z549sWHDhlqPt2vXLuTklHb5NzIywsyZM6t9b8uWLau8ZuzYsVi3bh0WLFgAoHRZx6VLl/DUU0+Vu+5xceKxwsKK04TlFBQUSMfVnSVRlUWLFmHKlCk1uuf27duYOHFivTw/NQyl/g7GOgE9W9upnA1RwzE11uHNMV2w9Icw2fgnh6Ow88+DVM6KiIiIqHY0V3iIiYmRpvaXXa8tiiIAIDMzE5mZmVWOIwgCRFHU3Jrv+/fvY9SoUXjw4AGA0kLL4cOHYWdX+w9NZZdZBAQEVNkAsjbmzZuH999/H/fu3QMAHDx4sELhwdrautx5dWcvlL3uyTFqy9nZGc7OzvUyFmmHUn+Hrq62sDA1UjkbooY1rqcrvjkTjWsJGRViF+6m4npCBnqw4EZERESNgOaWWgClRYYn/9RmDK1JSUnBqFGjpBkYrq6uOHbsGFxdXWs9ZmxsLE6ePCmd12dTybJ0Oh2GDx8unZfdNvMxCwuLcjMWHu9UUZXHRRigejMwqPlSmvHg8T9+RgAAIABJREFUw200qQnS6QQsH+ulGP8uOEa9ZIiIiIjqQHMzHv72t78ZOoUGkZmZiYCAAISHhwMAHBwccPToUbRr165O427dulUqstjb22PChAl1zlVJ2QJJSkqK7DVdunTBb7/9BgDS7IiqlN2Nw8tL+U02NW+Z+UW4mZQlG2N/B2qqhnR0RP92LXHhbsWeDvuuJOKdsV5wsK5dU2IiIiIitbDwoIKcnBw888wzuHTpEgDA1tYWhw8fRvfu3es8dtllFtOnT6/1rhjV8biPBABYWVnJXtO1a1ep8BAWJr82uaz79++XmxnRtWvXOmZJTdXVuAwoTWTijhbUlM0b3Fa28FBYrMeOi3FYPFx+BwwiIiIirdDkUoumJD8/HxMmTMDZs2cBAJaWljhw4AD69u1b57FDQkJw8+ZN6byhllk8VraQoLQ8pOxyjFOnTlU5Ztlr3N3d0bEj30CTvDCF/g4OVqZwb1k/TUmJtGhUt1ZwszOXjX0fcg/FJXqVMyIiIiKqGRYeGlBRUREmT56MEydOACjdNnLv3r0YMmRIvYy/ZcsW6djLywsDBgyol3HlREVFITg4WDofNmyY7HUTJkyATqeT7gkJCal03O+++0465o4SVBmlxpLeHvaaayJLVJ+MjXSYOdBTNpaYkY+jN6rXT4eIiIjIUFh4aCAlJSWYMWMGDhw4AAAwNjbGzp074e/vXy/jFxQU4Mcff5TOazPbITs7u1rX5efnY968eSgpKQFQ2gBy7Nixste2atUKzz33nHT+1ltvKTb6PHLkCI4cOQKgdBvQhQsX1iR9akZEUURYnHxjSW82lqRm4IX+HjA1lv8rm00miYiISOtYeGgAoihiwYIF2LVrF4DSHSG2bt1ar40f9+3bh7S0NGn8WbNm1XiMgQMH4o033qi0F0NISAgGDx6Mc+fOSY+tXLkSNjY2ive8//77MDExAQAEBQVh7ty55fpDAMDJkyfxwgsvSOezZ89Gt27davwaqHm4+ygH6blFsjH2d6DmoKWVKSb0dpONnb+bioj7VW8zTURERGQommsu2RT861//KreEoEOHDvj111/x66+/Vnmvg4MDVq1aVeV1ZZtKjhw5Em3atKlxntnZ2VizZg3WrFkDZ2dn9O7dG66urrCwsEB6ejpCQ0Nx69atcvcsWLAAS5YsqXRcLy8v/Otf/8KCBQukXP/73/9ixIgRsLGxQXh4OC5cuCBd36tXL3z55Zc1zp+aD6VtNHUC0KuNncrZEBnG3MFtsetyvGws8FwMPnyul7oJEREREVWTQQoPI0aMUO25BEHA8ePHVXs+AEhKSip3fuvWrQof4JV4enpWWXhISkrCoUOHpPO5c+fWOEe5MY8ePaoYt7W1xQcffIDFixdXa7z58+dDFEW89tpryMnJQWpqqjQDpKyRI0di69atlc6gIFLq7+DlYgsrM9ZPqXno0doOfT3tcflexZ+Hn8MS8HaAF1pYmhogMyIiIqLKGeQd+6lTp1RpBieKYpNsOvf999+juLgYQGlBYNKkSbUaJygoCMHBwQgODkZoaCgePnyIlJQUZGZmwsrKCk5OTvDx8cHIkSMxY8YMWFtb12j8BQsWYPTo0di4cSP279+P2NhYZGdnw9XVFT4+Ppg1axYmTpzYJP8bUf1SmvHA/g7U3MwZ3Fa28JBfpMfOS3H409AOBsiKiIiIqHKCqNT5rwE93vWgusp+MJVLt7K4IAhSU0SiyoSHh6NHjx7S+fXr19G9e3cDZkQAkFNQjJ4rD0Mv85vqsym98Xzfmi8zImqsikr0GPLRCSRlFVSItbG3wOllw2GkYzGXiIiItPX5xiAzHqqzA0Nubi52794NURSlYkKLFi3Qo0cPODk5wcrKCjk5OUhOTsb169eRnl76jaggCNDpdJg8eTIsLCwa9HUQUcO7Gp8hW3QAAB/OeKBmxsRIh5kDPLHm2M0Ksfi0PJyITMKobq0MkBkRERGRMoMUHjZv3lxpPDIyEs8//zz0ej10Oh3mzp2LP/3pTxgwYIDiPRcuXMCGDRsQGBgIvV6P8PBw7Nq1C126dKnv9IlIRUr9HVpYmqCdo5XK2RAZ3owBHlh38haKSipW5NadvA3/rs5cwkZERESaorntNFNSUhAQEICIiAg4OTkhKCgIGzdurLToAAD9+/fHxo0bERQUBEdHR9y4cQMBAQFITU1VKXMiagiK/R3cW/DDFTVLTjZmGNdLfmvNK3HpOHj9gcoZEREREVVOc4WHV199FbGxsdDpdNi9ezcGDRpUo/sHDhyI3bt3QxAExMbG4rXXXmugTImooYmiiDCFGQ/eHvYqZ0OkHXMHt1WMfXo4CkUlevWSISIiIqqCpgoPaWlpUtFg9OjRePrpp2s1ztNPP42AgACIoohdu3ZJ/R+IqHGJS81DSk6hbMyHhQdqxnq7t8BIL2fZ2N1HOdhxIVbljIiIiIiUaarwcObMGRQUlHbqHjlyZJ3GGjFiBACgoKAAZ86cqXNuRKQ+pf4OggD0drdTORsibXl7rBeUNrD48vgtZBcUq5sQERERkQJNFR7i4+OlY3v7un2b2aLF793u4+Li6jQWERmG0jKLzs42sDE3UTkbIm3p3MpGcTvZR9mF+DYoWuWMiIiIiORpqvCQm5srHde1WFC2iFF2XCJqPEKVGktyG00iAMDrozrDzFj+r/Kvz0QjOatA5YyIiIiIKtJU4cHN7fcu3T///HOdxip7f9lxiahxyCssQcT9TNkY+zsQlXK1s8C8Ie1kY7mFJfjn8VsqZ0RERERUkaYKD0OGDJGOr169in/+85+1Gmft2rW4cuWK7LhE1DhcS8hAsV6UjXHGA9HvXvbrgBaW8kuPfrgQi7uPclTOiIiIiKg8TRUe2rZti2HDhgEo3UbvjTfewN///ncUF1evQVZxcTE++OADvP766xAEAYIgYNiwYWjbtm0DZk1EDUGpv4ONuTE6OFmrnA2RdtlZmOCV4R1lY8V6EZ8djlI5IyIiIqLyNFV4AICvvvoKpqamEAQBer0ef/vb39C5c2esWrUKISEhyM7OLnd9dnY2QkJCsHr1anTp0gUrVqyAXq+HKIowNTXFV199ZaBXQkR1obSjRR/3FtAptfInaqZmDfRE6xYWsrFfrt3Hb3HcVpqIiIgMR3OFh27dumH79u0wMTGBIJR+uIiJicHq1asxZMgQ2NnZwdLSEg4ODrC0tISdnR2GDBmCVatW4e7du9I4pqam2L59O7p27Wqol0JEtSSKomJjSfZ3IKrI3MQIfxndWTH+4YEIiKL80iUiIiKihqa5wgMATJo0CUeOHEH79u0hiqJUgBBFEaIoIj8/H2lpacjPz5ceAwBBECCKIjp27IijR49i0qRJhnwZRFRLiRn5it342d+BSN7EPq3R1dVWNnb+bipORSWrnBERERFRKU0WHgBg6NChuH79OtasWYNu3bpV+U2NKIro1q0bvvjiC1y7dg2+vr4qZUpE9S30nvwyCwDwdueMByI5Op2A5WO9FOMfHYxEiULDViIiIqKGZGzoBCpjZmaGV199Fa+++iru3r2LCxcuIDIyEmlpacjJyYGVlRXs7e3RpUsXDBgwAO3ayW8pRkSNS5jCMosOTlawU+jeT0TA0E6OGNzBAcF3UirEoh5m4afQeEx5yt0AmREREVFzpunCQ1nt2rVjYYGomVBqLMn+DkSVEwQB74ztivHrfpWN/+PoTYzv7QZzEyOVMyMiIqLmTLNLLYioeSooLsGNxEzZmDcLD0RV6tnGDuN7u8nG7mfkY0twjLoJERERUbPHwgMRacr1hEwUluhlYz6ebCxJVB1vju4MEyP5bWe/Onkb6bmFKmdEREREzRkLD0SkKWEKyyysTI3QydlG5WyIGidPByvMHOApG8vML8b6U3dUzoiIiIiaMxYeiEhTlBpL9nZvASOd/De4RFTRkhEdYW0m38rpu+AYJKTnqZwRERERNVcsPBCRpijNeGBjSaKacbA2w5+HtpeNFRbr8Y8jN1XOiIiIiJorFh6ISDMeZOQjMSNfNubtwf4ORDU137cdnGzMZGM/hcUj4r58I1ciIiKi+sTCAxFphtJsB4A7WhDVhqWpMV7z7yQbE0Xg40ORKmdEREREzRELD0SkGaEKhYe2DpZoaWWqcjZETcO0p9zR3slKNnYqKhnBdx6pnBERERE1Nyw8EJFmKDWWZH8HotozNtLhrTFeivGPD0ZCFEUVMyIiIqLmhoUHItKEwmI9riZkyMbY34GobsZ0bwUfhZ+jK/EZ+OXafZUzIiIiouaEhQci0oSI+5koLNbLxtjfgahuBEHAO890VYx/ejhK8eePiIiIqK5YeCAiTVDq72BhYgQvFxuVsyFqevq1bQn/rq1kY/dScrHjYqzKGREREVFzwcIDEWmCUn+HXm3sYGzEX1VE9eHtgC7QCfKxL4/dQnZBsboJERERUbPAd/NEpAlKMx64zIKo/nRqZYMpfd1lYyk5hfj6TLTKGREREVFzYGzoBGri5s2biI+PR1paGnJzc2FjY4OJEycaOi0iqqOkrHzEp+XJxpQa4hFR7bw+qjP2XklAflHFng7fBkVj1kAPONuYGyAzIiIiaqo0X3g4efIk/vWvf+H48eNITy8/FbtDhw4VCg8FBQV48803UVJSAiMjI6xZswbGxpp/mUTNmtIyC4AzHojqm4udOV4c0g7rT92pEMstLME/j9/C3yf2NEBmRERE1FRp9hN5fHw8XnzxRRw/fhwApD3GBUGodL9xMzMzxMfHY+/evRAEASNGjMCkSZNUyZmIakep8ODe0gJONmYqZ0PU9C3064DtF2KRnltUIbbzUjxe9+8MB2v+7BEREVH90GSPh4iICPTt2xfHjx+HKIrlCg2iKEIQFDpj/c9LL70kHf/4448NlicR1Q/F/g7unO1A1BBszU3wyvCOsrHCYj12XIxTOSMiIiJqyjRXeMjIyMCoUaOQnJwsPfbMM8/gxx9/xN27d5GTk1Nl8cHf3x82NjYQRREnTpxQI20iqqXiEj2uxsvPeGB/B6KG88dBnnCzk+/lsC3kHopLKvaAICIiIqoNzRUeVq5cicTERAiCACsrK+zbtw///e9/MWXKFHh6esLCwqLKMUxNTTFo0CAAQEpKCm7dutXQaRNRLUU+yJJtcgewvwNRQzIzNsKsQZ6ysfsZ+Thy46HKGREREVFTpanCQ2FhITZu3Cid//DDDxg3blytxurdu7d0HBERUefciKhhhCksszAz1qGrq63K2RA1L9P7ecDUWP6twHfBMeomQ0RERE2WpgoPQUFByM7OhiAIGDZsGJ599tlaj9W6dWvpOD4+vj7SI6IGoNRYsmdrO8UPRERUP1pameIPvd1kYxfupiLifqbKGREREVFTpKl39dHR0dJxQEBAncays7OTjrOysuo0FhE1HMXGkuzvQKSKOYPbKsa2cNYDERER1QNNFR5SUlKkY2dn5zqNVVBQIB0bGRnVaSwiahipOYWIScmVjfmwvwORKnq0tsNTnvI/b3t+S0B6bqHKGREREVFTo6nCg63t7+u5MzIy6jRWYmKidOzo6FinsYioYSj1dwDYWJJITUqzHvKL9PiRW2sSERFRHWmq8ODi4iIdX7p0qU5jBQcHS8eenvJdu4nIsJT6O7jZmcNFYZs/Iqp/AT1c0MrWTDa2NeQeSvSiyhkRERFRU6KpwsPgwYMhCAJEUcT+/fuRlqb8bWhl7t27h5MnTwIAzMzMMHjw4PpMk4jqiXJ/B852IFKTiZEOMwfIF+nj0/JwPIJbaxIREVHtaarw4OLigr59+wIobQi5ZMmSWo3zyiuvoKSkBIIgYPTo0TAzk/8Wh4gMp0Qv4kqc/IwHNpYkUt8L/T1gaiT/tmDLuRhVcyEiIqKmRVOFBwD461//Kh3/8MMPmDNnDnJycqp1b1FREV588UX88ssvsuMRkXbcfJiFnMIS2RhnPBCpz8nGDM/2cpWNnb2dglsPuUMUERER1Y7mCg9/+MMf8Mwzz0AUS9eTbtu2De3atcO7776L4OBgpKdX/IY0OjoaX375JTp37owtW7YAAARBwPz589GvXz9V8yei6lHq72BqpEOP1rayMSJqWJVtrflNULRijIiIiKgymis8AMCPP/6Ivn37SsWHR48e4eOPP4avry8cHByk62JiYmBlZYVOnTrhjTfewL1796SYr68v1q9fr3ruRFQ9Sv0durnZwsyYW+ASGUIf9xbo7S6/1GnX5XjOeiAiIqJa0WThwcrKCqdPn8acOXOk4gMAiKIIURQhCAIAoKSkBHl5eRWumTdvHg4fPgxjY2PVcyei6lHaStOHyyyIDGqewqwHvQh8fChK3WSIiIioSdBk4QEALC0tsXnzZpw6dQrjxo2Tig3A7wWIsgUHABg5ciSOHz+OjRs3sqEkkYal5xbiTrJ87xY2liQyrGd7ucLTwVI2diziIS7GpKqcERERETV2mp8SMHToUAwdOhSZmZkIDg7GlStXkJKSgvT0dFhaWsLR0RFeXl7w8/ODo6OjodMtJyYmBkePHsXp06dx7do1xMbGIjs7GzY2NmjTpg0GDRqEGTNmYNiwYdUaq127djV6/pEjR+LYsWPVvv7ixYtSsSchIQGiKKJNmzbw8/PDvHnzatUvIzY2Fps2bcL+/ful1+/m5gZvb2/MnDkTEydOLFdUoubhN4XdLADAx5MzHogMycRIhzdHd8GSH8Jk4x8eiMDulwfzdzcRERFVm+YLD4/Z2toiICAAAQEBhk6lSmFhYVi4cCEuXLggG09LS0NaWhquXbuGr7/+Gn5+ftiyZQs8PDxUzrRUYWEhli1bhrVr11aYRRIREYGIiAj8+9//xtKlS/Hpp5/CxMSkWuNu2rQJS5curbArSXR0NKKjo7F79274+/tj69atcHFxqbfXQ9oXqtBY0tnGDG525ipnQ0RPeranK74JisbV+IwKsdDYdBwOf4iAHvy9TURERNWjqcJDfn4+kpKSAJTuSuHu7m7gjGonKiqqQtGhc+fO6NGjBxwdHZGeno7g4GDEx8cDAE6dOoVBgwYhKCgI7du3r3J8GxsbzJ49u8rrvLy8qpXvSy+9hMDAQOm8Q4cOGDhwIERRxLlz53D37l2Ioogvv/wSWVlZ2LhxY5Vjbtq0CfPnz5fO7e3tMWLECNja2uL69eu4ePEiAODYsWMYM2YMzp49C2tr62rlS41fZf0d+C0qkeHpdAKWj/XCjG/Oy8Y/ORwJ/67OMDbS7IpNIiIi0hBNFR4CAwPx8ssvAwCGDBmCM2fOGDijuunYsSMWLFiAWbNmoXXr1uVier0emzdvxtKlS5Gbm4vExETMnDkTwcHBVX7watmyJdatW1cvOW7atEkqOuh0Onz++edYunQpdDqdlOeXX36JN998E3q9Hps2bcKwYcMqLXxERUVh4cKF0vnMmTOxYcMGWFlZSY8dP34cU6ZMQVpaGq5evYqlS5di06ZN9fKaSNv0elFxqQX7OxBpx+AOjvDr4oRTUckVYtHJOdh5KR4zBhhmph4RERE1Lpr6qiIlJUWa6v/ss88aOJvac3V1xebNmxEZGYm33367QtEBKP2QP3/+fGzbtk16LCQkBEeOHFEtz4KCAqxcuVI6f+utt/Daa69JRYfHeb7++utYtmyZ9Nh7772HwsJCxXFXrFiBoqIiAKUFpMDAwHJFB6C0/8T27dul88DAQNy4caOuL4kagTvJ2cjKL5aNsb8Dkba8HeAFpVr4mmM3kVso/7NMREREVJamCg8tW7aUjlu1amXATOpm2LBhmDt3LoyMjKq8dtKkSejfv790/ssvvzRkauXs27cPcXFxAAA7OzusWLFC8dr33nsPdnZ2AIB79+4p5vnw4UPs3r1bOv/kk0/KFTLKCggIgL+/P4DSrVE3bNhQq9dBjUuowjILY52Anq3tVM6GiCrT1dUWk7wrFs8BIDmrABuD7qqcERERETVGmio8uLm5SccZGRUbWjVVQ4YMkY5jYmJUe949e/ZIx9OmTYOlpfz2aUDp9qZTp06Vzn/++WfZ6/bt2we9Xg+gtK/F4MGDK81h3rx5svlQ0xWm0Fiym5stzE2qLtYRkbr+MroLTI3l3y5sOBONlOwClTMiIiKixkZThQdfX1+YmpoCAM6fl29o1RSV7elQUlKi2vOePHlSOvbz86vy+rLXnDhxol7GHD58uHQcGxuL27dvV3kPNW5KhQdvd/Z3INKi1i0sMHdwW9lYdkEx1p7g720iIiKqnKaaS7Zo0QLPPvssfv75Z+zfvx+JiYnlZkE0VdeuXZOOq7OTR3FxMY4cOYLLly/j0aNHsLCwgJOTE/r374+nnnqqWttdZmRk4P79+9K5j49PlfeUvSYhIQGZmZmwtbUtd01ERESNxnR1dUWrVq3w8OFD6f6OHTtWeR81Tpn5RbiZlCUbY38HIu1a5NcBOy7EIlOmP8v35+/hxSHt4OGgPGuOiIiImjdNFR4A4B//+AeOHz+OrKwsTJ8+HYcOHap0CUBjFxcXV272wOOeB5VJSEjAmDFjZGPOzs547bXX8Je//EWaPSInKiqq3LmHR9WdyZ+8JioqCv369VMc19PTs8oxH4/7uPAQGRmJ8ePHV+u+yiQlJSE5uWIn9spwtkXDuxqXgf/1j63A252FByKtamFpikXDO+Kjg5EVYkUlIj47EoV/vuBtgMyIiIioMdBc4cHT0xO7d+/G1KlTcfbsWXh7e+PTTz/FuHHjFJsUNmavv/66tLzCw8Ojzh+6k5KS8O677+Lnn3/G3r174erqKntdSkqKdGxrawsLC4sqx7a0tISNjQ2yskq/sU5NTS0Xz8vLQ15ennRe3QahLi4u0vGTY9bW+vXrsWrVqnoZi+qPUmNJBytTuLes+v9BIjKcuYPbYktwDO5n5FeI7buSiJd826NnGzaIJSIiooo0V3hYvXo1AGD8+PEIDAzErVu3MGnSJDg4OKB///7o2LEjbG1tYWxc/dTfe++9hkq3TrZs2VJuB4gPP/wQZmZmitfb2dlh6tSpCAgIQJ8+feDi4gJjY2M8ePAAv/76K9auXYuQkBAAwMWLFzFu3DgEBQXJzhjJzs6WjqtTdCh77ePCQ9kx5M6rO27Z654cg5qWMIXCg7eHfbleJ0SkPeYmRnh9VGe8teuqbPyjQxHYNn8Af5aJiIioAs0VHlauXCm9aXn8T1EU8ejRIxw8eLBWY2qx8HDp0iUsXLhQOp82bRpmzJiheL2rqysSEhJgZWVVIebh4YEZM2bghRdewOrVq7Fy5UoAQGhoKD7//HPZbTLz83//xqqyJRlPKlsYKTu74ckxazJuZWNS0yGKIsLiFBpLerCxJFFjMNmnDTYG3UXUw4q9Ws7eTsGZW48wrLOTATIjIiIiLdNc4eExURQrFCAeP14TWvzm5e7duxg/frz0Qb1nz57YsGFDpfeYmZlVOhsCKH2tf/vb33D79m1s27YNQGnPjHfeeafCDBFzc3PpuLCwsNq5FxT8vm3akzMayo5Zk3ErG7O2Fi1ahClTptTontu3b2PixIn18vxU0d1HOUjPLZKN+XiwvwNRY2CkE/D22C548btLsvGPDkbCt6MjdDrt/d1LREREhqO5woOHh4cmiwX15f79+xg1ahQePHgAAGjfvj0OHz4MO7v6Wxe7atUqqfCQnp6Oc+fOwdfXt9w11tbW0nFNZhmUvbbsGHLn1R23sjFry9nZGc7OzvUyFtWPUIVtNHUC0IvrwokajeFdnDGgXUucv1uxJ0/E/UzsvZKASd5tDJAZERERaZXmCg8xMTGGTqHBpKSkYNSoUbhz5w6A0uUTx44dU2wAWVvt27dH27ZtpX+XERERFQoPDg4O0nFmZiby8/MrzFh4Um5urtTfAQBatmxZLm5hYQELCwupkPB4p4qqPC7CyI1JTYdSfwcvF1tYmWnuVxERKRAEAcvHemHS+mDZ+GeHb2JsD1eYmxipnBkRERFpVdPbJkKjMjMzERAQgPDwcAClH/yPHj2Kdu3aNcjzlS1mlN3B4rEuXbqUO793716VY8bGxlY6xpOPVWfMJ8f18vKq1j3U+CjNeGB/B6LGx9vDHs/0dJGNJaTnYVtI9X7/ExERUfPAwoMKcnJy8Mwzz+DSpdI1sba2tjh8+DC6d+/eoM/5mFxDSjs7u3LFibCwsCrHDA0NlY5bt24NW1vbCtd07dq1RmPev3+/3MyIsvdT05FTUIyoB5myMfZ3IGqclo3xgrFCL4d1J28jI0++pwsRERE1Pyw8NLD8/HxMmDABZ8+eBQBYWlriwIED6Nu3b4M9Z15eHm7evCmdKy3lGD58uHR86tSpKsc9ffq0dDxixIh6GbPsNe7u7ujYsWOV91DjcyU+HXqFvrCc8UDUOLVztMIL/T1kY+m5Rfj36TsqZ0RERERaxcJDAyoqKsLkyZNx4sQJAKU7U+zduxdDhgxp0Ofdvn27tGOGIAgYOnSo7HVld3D48ccfK20GmZeXh507d8reW9aECROg05X+bxUVFYWQkJBKc/3uu++qHJMavzCFZRYtLE3QzrHijBwiahyWjuwES1P5Xg6bfr2LBxn5sjEiIiJqXlh4aCAlJSWYMWMGDhw4AAAwNjbGzp074e/vX+OxCgsLq7015Z07d7B8+XLp3N/fH61atZK9dsKECWjTprTzeHp6Ov7v//5Pcdz3338f6emlHx49PT0xbtw42etatWqF5557Tjp/6623FLdAPXLkCI4cOQIAMDIywsKFCyt5ZdSYKTWW9HZv0aR3sSFq6pxszPCSb3vZWEGxHmuO3pSNERERUfOiuVbygYGB9T7m7Nmz633MyoiiiAULFmDXrl0AAJ1Oh61bt2LChAm1Gi8xMRG+vr549dVXMW3aNLi7u1e4Rq/XY+fOnVi6dCkePXoEADAxMcGHH36oOK6ZmRlWrVqF+fPnAwDqeruAAAAgAElEQVQ++ugjtGrVCq+88or0YVCv12Pt2rX4+OOPpftWr14NU1NTxXHff/997N27F0VFRQgKCsLcuXOxfv36cr0mTp48iRdeeEE6nz17Nrp161bNfyPUmIiiqDjjgf0diBq/l4a2x/fn7+FRdsUC+X8ux2GBbzt0amVjgMyIiIhIKwRR6etoA9HpdPX+DWhJSUm9jleV9evXY/HixdJ5p06dMHr06Grd6+DggFWrVpV7LCYmRtr9QhAEtGvXDj169ICDgwNMTEzw4MEDhISEICkpSbpHp9Nh8+bN1Sq6zJ49G1u3bpXOO3bsiIEDB0IURZw7dw7R0dFSbN68edi0aVOVY27cuBELFiyQzlu2bIkRI0bAxsYG4eHhuHDhghTr1asXfv31V9jYGPaNaXh4OHr06CGdX79+vUEbgDYX91JyMOzTU7KxbfMH4OlOjuomRET1buu5GKzYGy4b8+/qjG/n9FM3ISIiItLU5xvNzXiorSfrJ4IgQBRFg0zjLlsAAIBbt27h1q1b1brX09OzQuGhLFEUER0dXa4Y8KT27dtj06ZNGDZsWLWe89tvv4WdnR2++uoriKKI27dv4/bt2+WuEQQBS5YswWeffVatMefPnw9RFPHaa68hJycHqamp0gyQskaOHImtW7cavOhADUdptoMgAL3d7VTOhogawvT+Htj4613EpORWiB2LSMKFu6no366lATIjIiIiLdBk4aEukzAeFxo0NpGjTjw9PXHt2jUEBwfj3LlzCA8PR3JyMlJSUpCfnw9bW1u4ublhwIABGD9+PMaNGyc1eKwOU1NTrF27Fn/84x+xadMmnDp1CgkJCQBKt8308/PD/Pnz0a9fzb6xWrBgAUaPHo2NGzdi//79iI2NRXZ2NlxdXeHj44NZs2Zh4sSJXOPfxIUq9Hfo7GwDG3MTlbMhooZgYqTDsjFeWLw9VDb+4cEI/PTyYP6+JyIiaqY0t9SipvLy8vDw4UOEhIRg8+bNOHr0KHQ6HVavXo13333X0OlRI6KlqUhNyfi1v+JaQkaFx1/o744Pn+tlgIyIqCGIooiJ64NxJU5+ltO/Z/kgoIf89s5ERERU/7T0+abR72phYWGBtm3bYvr06Th8+DB27twJU1NTrFixAkuWLDF0ekTNWl5hCSLuZ8rGvN3ZWJKoKREEAe+M9VKMf3IoCsUlehUzIiIiIq1o9IWHJz3//PP49ttvIYoi1q9fj507dxo6JaJm61pCBor18pOqfDxbqJwNETW0ge0dMLyLk2ws+lEOfrwUp3JGREREpAVNrvAAADNmzIC3tzdEUcR7771n6HSImq0whf4OtubGaO9orXI2RKSGt8d6QamVw9rjt1HEWQ9ERETNTpMsPADAuHHjAJTuKFF260YiUo9SY8k+HvbQ6dhkjqgp8nKxxWSfNrKxB5n5OBL+UOWMiIiIyNCabOHB09NTOo6IiDBgJkTNkyiKCFXYStPbncssiJqyN0Z1hqmx/FuMLcEx6iZDREREBtdkCw8FBQXS8YMHDwyYCVHzlJCeh+SsAtmYtwcLD0RNmVsLC0zq01o2diEmFTcS5ZvOEhERUdPUZAsP58+fl46trbmWnEhtYQqzHQDuaEHUHMwZ3FYxxlkPREREzUuTLDxcu3YNO3bskM47depkwGyImiel/g4dnKxgZ2micjZEpLZubrbo37albGzPbwlIyylUOSMiIiIylCZVeCgsLERgYCD8/f1RVFQEALCxsYGfn59hEyNqhpRmPPh4cLYDUXOhNOuhoFjPrTWJiIiaEWNDJ/CkF198scb35ObmIiEhAVeuXEFOTg5EUYQgCBAEAW+//TZMTU0bIFMiUpJfVILwxAzZmDcLD0TNxujureBia44HmfkVYlvP3cNLvu1hxB1uiIiImjzNFR6+++47CEobgFehbMFBFEVMmTIFy5cvr+cMiagq4YmZKCoRZWM+nmwsSdRcmBjpMGugBz47crNCLCE9D8ciHmJMdxcDZEZERERq0uxSC1EUa/zn8X3Ozs5Yu3YtduzYUesiBhHVXphCfwdrM2N0crZRORsiMqTp/T1gasStNYmIiJozzc14GDp0aI2KBYIgwNLSEi1atICXlxcGDBiAESNGwMjIqAGzJKLKKPV36O1ux2nVRM2Mo7UZxvV2xU+hCRViwXdScPNhFjq3YkGSiIioKdNc4eHUqVOGToGI6khpRwtuo0nUPM0d3Fa28ACUznr4v0k9Vc6IiIiI1KTZpRZE1Djdz8jD/YyKjeQA9ncgaq56tWkBbw/5n/+fQhOQkVekckZERESkJhYeiKheKS2zAIA+nPFA1GzNVdhaM6+oBDsvcmtNIiKipoyFByKqV0qNJds5WqGlFbe2JWquxvZwhZONmWzs36fvICufsx6IiIiaqiZReMjNzcWVK1dw6dIlJCcnGzodomYtVGHGg7c7l1kQNWemxjrM6O8hG0vJKcQ3Z6JVzoiIiIjUornCQ3Z2NqKjoxEdHY2EBPlGVI8lJiZi2rRpsLe3h4+PDwYMGAAXFxf4+vriwoULKmVMRI8VFutxLSFDNubtyWUWRM3dzIEeMDeRf+vxTdBdJGXJ94chIiKixk1zhYc333wTnTp1QqdOnfDpp58qXvfgwQMMHDgQu3btQlFREURRlP6cPXsWTz/9NPbs2aNi5kR0434mCov1sjHOeCAiZxtzzH+6nWwsr6gEXx67pXJGREREpAbNFR727dsHURQBAIsXL1a8btGiRYiPjwcACIJQLiYIAoqLizFr1izExsY2XLJEVI5SfwcLEyN4udionA0RadGfh3WAvaWJbGzHxTjcSc5WOSMiIiJqaJoqPMTExODBgwcQBAFdu3ZFp06dZK8LDw/Hnj17pIKDo6Mj1qxZgwMHDuCDDz6AtbU1BEFAXl4eVq5cqeIrIGrelPo79GpjB2MjTf26ISIDsTU3wZIR8n+/l+hFfHooSuWMiIiIqKFp6pPAjRs3pONBgwYpXrd161YAgCiKMDc3x7lz5/Dqq68iICAAy5cvx969e6VlF//5z3+Qn881o0RqUJrx4MP+DkRUxsyBHmhjbyEbOxT+AKEKv0uIiIiocdJU4aHssoiuXbsqXnfw4EEApUsqpk2bhvbt25eL+/n5wc/PD0DpjhehoaH1nywRlZOUlY/4tDzZGPs7EFFZZsZGWDami2L8owOR0rJLIiIiavw0VXjIzMyUju3t5b8hffToEa5fvy6dT506Vfa6x4UHAIiIiKifBIlIUZjCMgsA8PbgjAciKm98Lzd0d7OVjV2IScXxiCSVMyIiIqKGoqnCQ1FRkXT8ZMPIx86ePSt9C2JiYoJhw4bJXtemTRvpOC2NUzaJGppS4cG9pQWcbMxUzoaItE6nE7B8rJdi/ONDkSgukd8lh4iIiBoXTRUebGx+73qfkpIie83p06cBlBYm+vbtCwsL+TWiZQsXhYWF9ZglEclRWpPt7c7ZDkQkz7eTE3w7OcrGbiVl46fQBJUzIiIiooagqcJD69atpWOlvgz79++Xjp9++mnFsVJTU6Vja2vresiOiJQUl+hxNV5+xoOPB/s7EJGytwOUZz384+hN5P1/9u48Pqr63h//68xMksk22ROyr+xhSUBWK2BAkIqiuIBYQcG69Naf1P6sWvUCtnCr9/ba3paKVRBccKksbV3YNwmgkEAWICRk3/dtkkkmM+f7x5BDQs5kYzIzSV7PxyOPOed8znzmHQWSec/78/60GqwYDREREQ0Eu0o8xMfHAzDtVvGvf/2rS9XDoUOHcO3aNek8ISHB7FxXr16VjgMDAy0cKRF1dKW0ATq9fEk0+zsQUXdigz2wdHKQ7FhpvQ7bE3OsHBERERFZml0lHiIjIxEXFwdBEKDVarFkyRKkpaWhpaUFR48exRNPPCEtofD19e028XD27FnpeORI+f3CicgyzG2j6aRSYGygfPM4IqJ2L941Go5K+V9J/nbsGmq0XDJJREQ0mNlV4gEAXn31Val55NmzZzFp0iS4uLhg/vz5KCoqgiiKEAQBL7zwApRKpewceXl5SElJAQCo1WrExsZaLX6i4SjJTGPJCcEecFTZ3T8zRGRnQr1d8NiMcNmxBl0b/no0y8oRERERkSXZ3TuCZcuW4ZlnnpGSD6IoSl/t1Q7Tpk3Diy++aHaOTz75BICpweS0adOgUqkGPnCiYcxcxUN8OJdZEFHv/MedMXB3kv95vfN0Hgqqm6wcEREREVmK3SUeAGDLli3429/+hvDwzp9+qNVqPPvsszh06BAcHR1ln9va2oq//OUvAExJi8WLFw94vETDWVVjC3Kr5N8QxIWysSQR9Y63qyOemRstO9ZqMOKPB6/KjhEREZH9s9tSgKeffhpPP/00cnJyUFpaChcXF4wdO9ZswqFdTU0NNm/eLJ0vWrRooEMlGtYuFMgvswBY8UBEffPk7EjsPJ2LsvqWLmN7LxRh7U8iMT7Iw/qBERER0S2x28RDu8jISERGRvb6/oCAAKxatWoAIyKijpLMLLMI8lAjQKO2cjRENJg5Oyqxbv4ovLw7tcuYKAL/9e0VfLRmug0iIyIiolthl0stiGjwSDbTWDKO1Q5E1A8PTglBjL+b7NjJzEp8n1lp5YiIiIjoVjHxQET9ZjCKuGhmqQX7OxBRf6iUCry0cLTZ8f/67jKMRtGKEREREdGtsvulFj1JT0/Hp59+ikuXLkGv1yMiIgJLly7F/PnzbR0a0ZB3tawB2laD7Bj7OxBRfy0YF4Cp4V44l9d1KVdaUT3+lVKM+yYH2yAyIiIi6g+7Szzs27cPX331FQBg0qRJ3W6buXHjRmzcuFHaerPd3/72NyxevBifffYZXF1dBzReouHMXH8HR6UC44M0Vo6GiIYKQRDwyuIxWPa307Lj/30gA4tiR8BJpbRyZERERNQfdrfU4n/+53/w8ccf45NPPkFoaKjZ+3bu3In169fDaDRKiYeOj9988w0eeOABq8RMNFyZ6+8wPljDNwREdEumhHvjrnEBsmMF1c349Gy+lSMiIiKi/rKrxINOp8OZM2cAAK6urli6dKnsfc3NzfjNb34DwPSpCAB4e3tj2rRp8PAwbbMliiIOHTqEDz/8cOADJxqmzFU8xIVymQUR3bqXFo2BUiHIjv3fkSw06PRWjoiIiIj6w64SDxcuXEBbWxsEQcCcOXPg6Ogoe9/u3btRVlYmJR1efPFFlJWV4cyZMyguLsYjjzwCwJR8eOedd6wWP9FwUtvUiuwKrexYfDgbSxLRrYvxd8PDU+WrH6u1rdh6PNvKEREREVF/2FXiITv7xi8QkyZNMnvfl19+KR2PHz8eb7/9NhQK07eiVquxbds2+Pv7AwBSU1ORm5s7MAETDWPJZnazAIC4MFY8EJFlrJs/Es4O8ku33v8+G2X1OitHRERERH1lV4mH8vJy6Tg4WL5btdFoxPHjx6VqhyeffLLLPc7Ozp2WaSQlJVk4UiIy198hQOOEIA+1laMhoqHKX6PGmtsjZcd0eiPeOZRp5YiIiIior+wq8dDU1CQdu7m5yd5z8eJF1NXVSY0k77nnHtn7YmNjpeOioiILRklEAJDcTX+H9sQgEZElPD0nCt6u8ssvvzhXgKzyRitHRERERH1hV4kHBwcH6bi5uVn2npMnT0rHQUFBiImJkb1Po7mxlV9DQ4OFIiQiADAaRVwwU/HA/g5EZGnuagf88k75n/cGo4i3vrti5YiIiIioL+wq8eDpeeMNS8d+Dx0dPHgQgGk3i9tvv93sXI2NNz796JjQIKJbd62iEQ0tbbJj7O9ARAPh0elhCPV2lh07cKkM53KrrRwRERER9ZZdJR7GjRsnHR84cKDLeHV1NQ4dOiSVcc+ZM8fsXGVlZdKxlxffCBFZkrltNFUKAROCPawcDRENB04qJX5912iz42/vz7BiNERERNQXdpV4iI+Pl3o7XLx4ETt37uw0/vrrr6OlpQWiKEIQBNx9991m5zp//rx0HBERMSDxEg1X5hpLjgvSQG2m+zwR0a1aMjHIbHLzbE410ovrrBwRERER9YZdJR6cnZ2xYsUKiKIIURTx5JNPYtmyZXjllVcwd+5cvPvuuxAEAYIgICEhAeHh4bLztLW1ITExUTrv2GiSiG6duYqHuFD2dyCigaNQCHj57jFmx3ck5lovGCIiIuo1u0o8AMDvfvc7+Pr6QhAEGI1G7N27F2+99ZbUVFIURahUKmzevNnsHPv370dtbS0EQUBYWBhGjBhhrfA7yc3Nxd///nc89thjmDRpEry8vODg4ABvb29MnDgRTz/9NI4fP97r+WpqavDll1/iueeew6xZs+Dv7w9HR0doNBpER0dj+fLl+OSTT6DX63s9Z0REhJTM6c2XSqXq03+D/Px8rF+/HlOmTIGfnx+cnZ0RHR2NBx98EHv27JF2J6HBo16nR6aZDvLx4VzWREQDa3aML6ZFeMuO7btQjBptq5UjIiIiop707V2kFfj5+eHw4cO47777kJub2+WNqZOTEz744APEx8ebnWPr1q3S8fz58wcsVnOSk5PxzDPP4IcffpAdr6mpQU1NDVJTU/Hee+9h7ty52LFjB8LCwmTvb2xsxIoVK3DgwAG0tnb9hUqv16OhoQHZ2dn4/PPP8dprr2HHjh244447LPp99dW2bdvw/PPPQ6vVdrqenZ2N7OxsfPXVV5g/fz4++ugjmyWHqO8uFtTCXL4oLpSJByIaeKtnR+AHmWaSLW1GfPZjAZ6dG22DqIiIiMgcu0s8AMCECRNw+fJlfPbZZzhy5AhKS0vh4uKC+Ph4rF69GqGhoWafm5eXh/T0dGkZxrJly6wVtiQjI6NL0mHUqFGIjY2Fr68vamtrkZiYiMLCQgDAsWPHMHPmTJw8eRJRUVFd5mtsbMS///3vTtcCAgIwdepUjBgxAnq9HhcuXEBKSgoAU6VFQkIC9uzZg3vuuafXcT/++ONwd3fv9h6lsnfr97dt24Y1a9ZI515eXrjzzjuh0WiQlpaGH3/8EQBw6NAhLFy4EKdOnZL6e5B9M9ffwdfN0WzHeSIiS7prXAACPdQoqdN1Gfv4TB6e+kkkVEq7K+okIiIatuwy8QCYKhtWrVqFVatW9el54eHhuHbt2gBF1TcxMTFYu3YtHnvsMQQHB3caMxqN2L59O55//nk0NTWhuLgYK1euRGJiorRrx828vLzw+OOP44knnsCkSZO6jH///ff42c9+htzcXLS1tWHlypW4evUqAgICehXvhg0bLNKIMyMjA88884x0vnLlSmzduhWurq7StcOHD+Ohhx5CTU0NUlJS8Pzzz2Pbtm23/No08Mz1d5gc6mX2zy4RkSWplAo8NiNcdieLotpmHLpcjkWxrKQjIiKyF/w4YAAEBgZi+/btuHLlCn7zm990SToAgEKhwJo1a/Dxxx9L186cOSO7jaijoyNef/115OTk4J133pFNOgDA7bffjqNHj0Kj0QAA6uvr8c4771jou+q9119/XeozMXv2bOzcubNT0gEAEhIS8Omnn0rnO3fuxKVLl6waJ/WdKIpmKx7iw9lYkoisZ/ltoXA0U9XAJpNERET2hYmHATBnzhysXr26V8sS7r//fkybNk06//rrr7vc4+3tjY0bN8LDQ34LsY4iIiI6VRvIzTeQysrK8NVXX0nnb731FhQK+T9mixYtknpwGAyGTr05yD5lV2pR1yzfvJT9HYjImnzcnHDPpEDZsdPZVcgobbByRERERGTOoEs8GAwGVFVVoaCgACUlJbYOxyJmz54tHefm5trdfH3xz3/+E0ajEYCpr8WsWbO6vf+JJ56Qjvfu3TugsdGtM1ftoBCASaE9J8aIiCxp9awIs2M7TudaKwwiIiLqgd0nHhoaGrBlyxbcf//9CAoKgqOjI/z9/REREYG5c+d2ub+lpQVffPEFvvjii06fvNuzjuviDQaD3c3XF0ePHpWO5f7/3GzevHnScX5+PrKysgYiLLIQc/0dxozQwMXRblvGENEQNTHEE3Fh8su89iQVoa6p99tLExER0cCx23cKRqMRmzdvxh/+8AdpO8abt9a8+RwwNaV8++23kZSUBAA4efJkj5+621pqaqp03N2OHQM93/nz57F3714UFxdDEAT4+PhgwoQJmD17ttQ3oieXL1+Wjrvb8rRdYGAgAgICUFZWJj0/Jiam1zGTdbG/AxHZm9WzIpCcf6HL9Wa9AV+eL8Dan3TdLYqIiIisyy4TDw0NDVi8eDESExNlkwuCIMheb/fcc89hzZo1EAQBn376qV0nHgoKCnDkyBHpvL3nQX8ZjUZ89NFH/ZrvwQcflL2uVquxatUqrF+/HiNGdN8lPCPjRofx9i1NexIWFiYlHq5cuYIlS5b0MmLzysvLUVFR0afnsNqie40tbcgorZcdY38HIrKVu2MD8Tv3y6hoaOkytvN0Hp6YHQmlgjvuEBER2ZLdJR6MRiOWLFmCU6dOSUsGfHx88PDDD2PatGnw9/fHT3/602637Vu6dCmefvppGAwG7N+/31qh98u6deuk5RBhYWG3/KZ7y5YtuHLlCgDTzhkdG032l06nw9atW7F371589dVXnXpIdNTc3Izm5mbpvLfbeHZMZlRXV99asNdt2bIFGzZssMhcZJJSWAujmXxffDgTD0RkG44qBR6dFoY/Hc7sMpZf3YRjGeVIGNu7n0dEREQ0MOyux8O7776LEydOSFUNL774IgoKCvDXv/4Vq1atwt13393jHF5eXrjtttsgiiKys7Pttgnljh07OvWh2Lx5M5ycnPo9X3p6Ol555RXpfM2aNYiNje32OQ4ODrjvvvvwwQcfICUlBfX19dDr9SgvL8e3336L5cuXS0mesrIy3HPPPZ2qGjpqbGzsdO7s7NyruDved/McZD/MLbPwcnFAhI+LlaMhIrph5fQwqMxUNfzfkaxuqySJiIho4Nld4mHz5s3S8caNG/H2229DrVb3eZ7JkydLx+np6RaJzZLOnTvXqRrhkUcewaOPPtrv+Wpra7F06VLpjXt0dDT++Mc/9vi8s2fPYu/evXjyyScxYcIEuLu7Q6VSwc/PD4sWLcKuXbvw9ddfS/8Pamtr8dxzz8nOpdPpOp07Ojr2KvaOyZaOFRNkX5LNNJaMC/PqtgKJiGig+WvUWDxBfmvNCwW1+C6t1MoRERERUUd2tdTi/PnzKCoqgiAIGD16NH7729/2e67o6GjpOCcnxxLhWUxOTg6WLFkivVGfMGECtm7d2u/5dDod7rvvPqlHgUajwT/+8Q+4ubn1+Fxvb+8e77n77rvxl7/8BWvXrgUAHDlyBOfOncPUqVM73Xdzgqi1tbVX8be03FiX29sqiZ4899xzeOihh/r0nKysLCxdutQirz/UiKKIJDMVD3GhbCxJRLb3xOwI/PNisezYW/szMH9cAByUdvd5CxER0bBgV4mHtLQ06fjBBx+8pU9RPT1vvBmqq6u7pbgsqaSkBAsWLEBpqenTl6ioKOzfvx8eHh79mq+trQ2PPPIITpw4AcD05n/fvn2dKj4s4YknnsCbb76JvLw8AMC3337bJfFwc6Kjt9ULHe/rTbKkN/z9/eHv72+Ruci0TrpaK59IYn8HIrIHcWFeSBjjj8NXyruM5VRq8dmPBfjZjN41PSYiIiLLsqvUf/vOBgAQGRlpsXnbmzfaWlVVFRYsWIBr164BMG0leejQIQQGypeH9sRoNGL16tX45z//CQBQqVT48ssvMXfuXEuFLFEoFJg3b5503nHbzHbOzs6dKhY6/v/sTnsSBuhdBQZZX5KZZRaCAEwM6V/SjIjI0l5aNAbmNrD406FMaFvarBsQERERAbCzxEPHtf439wvoq8rKSunYHt7M1tfXY9GiRVK/CR8fHxw8ePCWEizPPvssPvnkEwCmxMDOnTtxzz33WCReOR0TJFVVVbL3jB49Wjpur47oSX5+vnQ8ZsyYfkZHA8lcY8nRAe5wVztYORoiInmjR7hjWXyI7FhlYwveP2lfSy+JiIiGC7tKPHQsjW/fErK/zp07Jx133K7RFrRaLRYvXizFpNFosH//fowfP77fc65btw7vvfeedP7uu+9ixYoVtxxrd7RarXTs6uoqe8/YsWOl4+Tk5B7nLCkp6VQZ0fH5ZD/MJR7iwtjfgYjsy7oFo+Ckkv/15r0T11DZ2CI7RkRERAPHrhIPkyZNko737dvX7yUSDQ0N2L9/PwBAEATMnj3bIvH1h06nw7333otTp04BAFxcXPDNN99gypQp/Z7zt7/9Ld555x3p/H//93/x1FNP3XKsPemYSDC3PKTjcoxjx471OGfHe0JDQxETE9Pv+GhgNLcacLmkXnYsLpT9HYjIvgR5OmP17AjZMW2rAX8+nGndgIiIiMi+Eg/jxo1DWFgYRFFEQUFBr7aDlLNp0yY0NDRAEARMnTrVZkst9Ho9li1bhiNHjgAwLSXZt2/fLSVCfv/732PTpk3S+caNG/HCCy/ccqw9ycjIQGJionQ+Z84c2fvuvfdeKBQK6Tlnzpzpdt4PP/xQOuaOEvYptagObUZRdiw+nBUPRGR/npsTAw9n+WVgn57NR26lVnaMiIiIBoZdJR4A4Je//CUA0/Z9r776KrZt29an52/fvh1vvfWWdP7iiy9aNL7eMhgMePTRR/HNN98AMDV+/OKLLzB//vx+z/mnP/0Jr732mnT+0ksv4fXXX+/3fI2Njb26T6fT4YknnpAqULy9vXH33XfL3hsQEIAHHnigU4yiKP+m9cCBAzhw4AAAQKlU4plnnulL+GQl5hpLatQqRPlaZhcSIiJL8nBxwH/Mk6+gazOKePtAhpUjIiIiGt7sMvEQExMDQRBgMBjw1FNPYfHixThw4ADa2sx3o7548SJWrFiBtWvXQhRFCIKA6dOn46GHHrJi9CaiKGLt2rX4xz/+AcDU+PGjjz7Cvffe2wOWnV4AACAASURBVO85t23bhnXr1knnv/jFL/CHP/zhluKcMWMGfvWrX3Xbi+HMmTOYNWsWTp8+LV1bv3493N3dzT7nzTffhIOD6ZOmkydPYvXq1Z36QwDA0aNHO/WkePzxxzFu3Lj+fis0gJLNJB4mh3lBYa59PBGRjf1sZjiCPZ1lx75OKcHFAvneNURERGR5gmju42gbyszMxOzZs1FVVSUlEQBArVZj5MiRSElJgSAIcHNzw6xZs3Dp0iUUFhYCgPTpelBQEM6dO2eTxpJbtmzBL37xC+l85MiRuOuuu3r1XB8fH2zYsKHTtdTUVEyePBlGoxGAqbHjqlWrpP8uPdm4caPscpOIiAhp5wl/f39MmjQJgYGBcHZ2Rm1tLZKSkpCZ2Xkt7Nq1a/H3v/+9x9f84IMPsHbtWunc29sbd955J9zd3ZGeno4ffvhBGps4cSK+//77bpMZ1pCeno7Y2FjpPC0t7ZYagA4Foihi2qbDqGjo2ozt/0sYiXULRtkgKiKi3vnqfCFe/PKi7NiMKG/sempGr3+WEhERDTb29P5GZZNX7cHIkSNx9OhRPPLII7h06RIA0xug5uZmpKamSr8kNDY24sCBA1Kyof16bGws9uzZY7PdLMrLyzudZ2ZmdnkDb054eHiXxENVVZWUdABMu0ts2bKl1/H8+te/7rHPRXl5OQ4ePGh2XKPRYNOmTZ0SKt1Zs2YNRFHECy+8AK1Wi+rqaqkCpKOEhAR89NFHNk86kLyi2mbZpAMAxIezsSQR2belccH4+8lsXClt6DJ2Jrsax65WYN5of5lnEhERkSXZ3VKLduPHj8e5c+ewfv16+Pn5SddFUZQSDR2PAcDDwwOvv/46zpw5g+joaKvHPNicPHkSn332GZ5//nncfvvtGDlyJLy9vaFSqeDh4YGYmBg8/PDD2Lp1K4qKinqddGi3du1aXLp0CW+88Qbi4uLg4+MDJycnRERE4IEHHsDu3btx8OBBsztkkO0lmdlGEwAmh7CxJBHZN6VCwMt3jzE7/odvr8BgpnkuERERWY5dLrW4WWtrKw4ePIiTJ0/i4sWLqKqqQm1tLVxcXODr64sxY8Zg3rx5WLhwIdzc2OyO+seeSpHsxYZ/pWP7qdwu12P83XDoV/I7mxAR2RNRFPHo38/idHaV7Ph/PzQJD04JsXJUREREA8+e3t/Y5VKLmzk6OuKnP/0pfvrTn9o6FKJhxVzFQ1woqx2IaHAQBAGvLB6De/9ySnb8jwcycM/EQKgdlFaOjIiIaPiw26UWRGRbOr0Bl4rrZMfY34GIBpOJIZ64Z6L8sr7iOh12ns61ajxERETDjV0lHr766itERUUhKiqq17tAENHASC+ug94gvxIrLowVD0Q0uPz6rtFQmdkC+K9Hr6GuSW/liIiIiIYPu0o8XL16Fbm5ucjLy8P06dNtHQ7RsJZsZpmFm5MKI/25CwkRDS4Rvq5YOT1MdqyuWY8tx7KsHBEREdHwYVeJh46NISMiImwXCBEhKb9G9vqkUA8ozXxqSERkz36ZMBKujvK9HLYn5qKottnKEREREQ0PdpV46LitYmtrqw0jISJzFQ/xYezvQESDk6+bE35+h/x2261tRvzvwatWjoiIiGh4sKvEw5QpU6TjS5cu2TASouGtpK4ZJXU62TH2dyCiwWztTyLh6+YkO/ZVUiGuVTRaOSIiIqKhz64SD5GRkZg+fTpEUcTu3buh08m/8SGigWWu2gEA4kJZ8UBEg5erkwovzB8pOyaKwLvHrlk5IiIioqHPrhIPAPBf//VfUCgUKC0txYsvvmjrcIiGpaQ8+f4Okb6u8HJ1tHI0RESW9chtoYjydZUd25NcxF4PREREFmZ3iYc5c+Zg06ZNAIB3330XK1euREVFhY2jIhpekgvkKx64zIKIhgIHpQLPJ8hXPbQZRfz9RLaVIyIiIhraVLYO4GYnTpzAjBkz8Pzzz+NPf/oTPvvsM+zevRt33303Zs2ahZiYGGg0GqhUvQ/9jjvuGMCIiYaW1jYjUovqZMfi2FiSiIaIeyYG4n8OZqCgumt1w64f8vEfd8aY7QVBREREfWN3iYe5c+dCEExb9QmCAFEU0dLSgn379mHfvn19nk8QBLS1tVk6TKIh61JJPVrbjLJj8ax4IKIhQqVU4Jk50fjtnrQuYy1tRmz7PgcvLRpjg8iIiIiGHrtbanEzQRCkREQ7URR7/Op4HxH1nrn+Ds4OSowOcLdyNEREA2dZfAj83eWrGj46nYe6Zr2VIyIiIhqa7DLx0JukQm/mIKK+M9ffYWKIB1RKu/wng4ioX9QOSjz1kyjZsYaWNnx0Oteq8RAREQ1VdrfUIicnx9YhEA1ryfnyFQ/x4ezvQERDz6PTw/CXo1my1Q3bTuXiydsj4eJod78uERERDSp295M0PDzc1iEQDVvlDToU1shvIxcXyv4ORDT0uDqp8MTsCLxzKLPLWLW2FZ/9UIAnb4+0QWRERERDB+umiUiSnC+/zALgjhZENHStnhUBV0el7Nh7J7LNNtwlIiKi3mHigYgkSWaWWYR6O8PPTAM2IqLBztPFEY/NkK+4LK3XYfGfT+KPB6/iSmk9e0gRERH1g90ttcjLy0NFRQWUSiX8/f0RHBxs65CIhg1zFQ/xrHYgoiFuze2R2J6YK1vdkFXeiD8fzsSfD2ci0tcVd8eOwOIJgRgfpOmy8xYRERF1ZRcVDzk5OXjyySfh5+eHqKgoTJ8+HVOnTkVYWBhCQ0Oxbt06lJeX2zpMoiFNbzAipVA+8cD+DkQ01Plr1Hh4akiP9+VUarHl2DXc83/f4ydvHcWmby4jKb8GRiMrIYiIiMyxeeLhyy+/xLhx47Bjxw5UVVV12TqzqKgIf/7znzF69GgcP37c1uESDVkZpQ3Q6eXXMXNHCyIaDp6+IxpKRe8rGAprmvHeiWw8sCURs/9wBOv/mY7T16rQZmBPCCIioo5smng4fvw4VqxYgZaWFoiiCEEQOpUstp+Looi6ujosXrwYV69etWHEREOXuf4OTioFxozQWDkaIiLrC/V2wQsJI/v13JI6HT5MzMWKv5/B1N8fwq8+v4BvU0ugbWmzcJRERESDj816PIiiiKeeegpGo1FKLigUCsTFxSE6OhptbW3IyMhAWlqalIxobm7Gs88+i8OHD9sqbKIhy1x/h4khHnBU2bw4iojIKv7jzhhE+7vhg+9zcD5PPiHbk9omPXYnF2F3chEcVQrMjvbBgnEjMH+sP/w1agtHTEREZP9slnj47rvvkJWVJSUV5s6di/fffx9RUVGd7ktOTsaqVauQlpYGADh27BguX76MsWPHWj1moqHMXMUDt9EkouFEEAQsnhCIxRMCUVqnw/70UnyTWoIfc6vRnzYOrW1GHM2owNGMCry6B5gU6om7xgVgwbgAjPR3Y3NKIiIaFmyWePjXv/4lHU+ePBn79++Hg4NDl/vi4uJw9OhRTJ48GUVFRQCAf//730w8EFlQVWML8qqaZMfiw9hYkoiGpxEeaqyaFYFVsyJQ0dCCA5dK8V1aKRKvVcHQz2aSFwtqcbGgFm/vz0C4jwsSxgRg3hg/TIv0hpNKaeHvgIiIyD7YLPFw/vx56fjNN9+UTTq08/Hxwa9//WusW7cOAJCUlDTg8RENJ+aWWQCseCAiAgA/dyesnB6OldPDUaNtxcHLZfg2tQTfZ1VCb+hfEiKvqgnbTuVg26kcuDgqcXuML+aN8ce80f4Y4cElGURENHTYLPGQn59vCkClQkJCQo/3L168WEo8FBQUDGhsRMNNcoH8MotgT2cEcD0yEVEnXq6OeHhqKB6eGoq6Zj2OXCnDd2mlOHG1Es16Q7/mbGo14MClMhy4VAYAGBeowbwxfrhzjD8mh3r1abcNIiIie2OzxENdXR0EQYC/vz+cnJx6vD8sLKzTc4nIcpLy5CseJnOZBRFRtzycHXB/XAjujwuBTm9A4rVKHLxUhoOXylHZ2NLveS+V1ONSST3+evQaPF0cMGeUKQnxk5F+8HZ1tOB3QERENPBslnjQ6XQQBAHOzs69ur9jcqKlpf8/yImoM4NRxMVC+cRDPJdZEBH1mtpBiTvHBODOMQH4/VIRFwprrychypBV3tjveWub9Nh3oRj7LhRDEIAJwR64Y6Qf7hjlh7gwTzgoufMQERHZN5slHojIPmSUNqCpVb40OI4VD0RE/aJQCIgP80J8mBd+s2gMciq1OHipFAcvleF8Xk2/dsgAAFEEUgrrkFJYh78czYKbkwozo31wxyg/3DHSF+E+rpb9RoiIiCyAiQeiYc5cfwdHpQLjgzRWjoaIaGiK9HXFz++Ixs/viEZVY8v1LTbLceJqBRp0bf2et7GlTaqqAIBwHxepGmJmtA/cnPirHhER2R5/GhENc+b6O4wP1nBrNyKiAeDj5oQHp4TgwSkh0BuMOJ9Xg6MZ5Th6pRxXy/q/JAMw7ZTxUVUePjqTB5VCQFyYJ2ZF+2JWtA/iwrzgqOKyDCIisj6bJx4aGhqwc+fOAX3O448/3tewiIYNcxUP7O9ARDTwHJQKzIjywYwoH7xy91gUVDfh2NUKHL1SjsRrldDpjf2eu80o4sfcGvyYW4M/Hc6Es4MSUyO8MDvGlIgYH+TB3TKIiMgqBFEU+7nK8NYoFAoIQt9+2LWH2tfnGQz929qKhpf09HTExsZK52lpaRg/frwNIxp4tU2tmLzxoOzYXx6Nwz0Tg6wcERERtdPpDTidXYWjV8pxNKMcBdXNFp3fw9kBM6K8MSvaF7NjfBDt59bn37GIiMh+2dP7G5tXPAA3Ego96fjDsKfnCIIAURT5A5SoG8kF8sssACCOFQ9ERDaldlBi3mh/zBvtD1EUkVfVhBOZFThxtQKJ16rMNgburbpmPfanl2F/uqk/hL+7E2ZF+2DW9YqIEC8XS3wbREREtk089LXYoi/326iQg2hQSc6XTzwEaJwQ5KG2cjRERGSOIAiI8HVFhK8rHp8ZgdY2I5Lya3DiagVOZFYgraj+ll+jvKEFey8UY++FYgCmRpUzIn0wPcob0yK9mYggIqJ+s1niYfv27bZ6aSK6Ljlfvr9DXKgXq4WIiOyYo+pGb4iXFo1BZWMLTmVV4vjVCpzMrERFQ8stv0ZeVRPyqprw+bkCAECwpzOmRXpjeqQpERHp68qfFURE1Cs2SzysWrXKVi9NRACMRhEXzFQ8xId7WjkaIiK6Fb5uTrhvcjDumxwMURRxpbQBp7IqcfpaFc7mVKOxpf9bdrYrqm3GnuQi7Ekukl5zeqS3VBExyt8dCjarJCIiGXbR44GIrC+rohENZn4RZX8HIqLBSxAEjA3UYGygBmt/EgW9wYjUojokZlUi8VoVzuXVoLWt/7tltKtsbMHXqSX4OrUEAODp4oDbIm5URIwL1ECl5PadRETExAPRsGVumYVKIWBCsIeVoyEiooHioFQgPswL8WFe+I87R0KnN+B8Xg0Sr1XiVFYVUgprYbRAa6zaJj0OXirDwUumZpWujkrEh3thSrgXpoZ7Y3KYJ9yc+KsnEdFwxH/9iYappDz5ZRbjgjRQOyitHA0REVmL2kGJ2TG+mB3ji/9/IVCv0+OH7GokXqtC4rVKXCltsMjraFsNOJlZiZOZlQAAhQCMGaHBlOvJiCnhXgjxcmafCCKiYYCJB6JhKrlAvuIhnsssiIiGFY3aAfPHBWD+uAAApiUUp69V4YecapzNqcLVskaLvI5RBC6V1ONSST0+OpMHwLSFZ8dExPggDziquDyDiGioYeKBaBiq1+mRWS7/i2RcGBtLEhENZ75uTlgyKQhLJgUBAKq1rfgxt1pKRFwqrrfI0gzAtIXnt2ml+DatFADgpFJgUogn4sO9MDXcC3FhnvBxc7LMixERkc0w8UA0DF0sqIVo5pdGVjwQEVFH3q6OWDh+BBaOHwHAlLw+n1eDs9nV+CGnCimFdWizUCaipc2IH3Kr8UNutXQt1NsZk0O9MDnUE5NDPTGeSwKJiAYdJh6IhiFz/R183RwR4uVs5WiIiGgw0agdMG+0P+aN9gcANLW24UJ+Lc7kmBIRyfm1aLHArhntCqqbUVDdjH9dLAYAOChNu3ZMCjElIiaHeSLSx5VbeRIR2TEmHoiGIXP9HeLCvNjki4iI+sTFUYVZMb6YFeMLAGhpMyClsA7ncmtwPq8GSfk1qNa2Wuz19AYRKYV1SCmsk3pFaNQqTLpeEdH+xSUaRET2g4kHomHGaBSRnC9f8cD+DkREdKucVErcFuGN2yK8AQCiKCKnUislIc7l1pjtM9Rf9bq2TjtoAKYlGpNCPDExxAOxwaYvjdrBoq9LRES9w8QD0TCTU6VFXbNedoz9HYiIyNIEQUCUnxui/Nzw0NRQAEBdkx5JBTU4f70q4kJBLZr1Bou+bvsSjX+nlEjXIn1dMSHYw/QV4oHxQRq4MxlBRDTgmHggGmaS8uSXWSgVAiaGeFg5GiIiGo48XDr3iWgzGHGltAHncqtxPr8W53OrUVyns/jr5lRqkVOpxT+v94sQBFMyYuL1ioiJIabmla5O/BWZiMiS+K8q0TCTXCC/zGLMCHe4OPKfBCIisj6VUiEth1g923StrF6HCwW1pq/8WqQU1kLbatmqCFEEsiu0yK7QYu+FG8mIaD83TAz2wPhgU1XE2EANPJxZGUFE1F98lzGAcnNzcfDgQRw/fhypqanIz89HY2Mj3N3dERISgpkzZ+LRRx/FnDlz+jz34cOHsWPHDpw5cwZFRUVwcnJCSEgIFi5ciDVr1mDMmDF9nvPy5cvYtm0b9u/fj8LCQrS0tCA4OBgzZ87E448/joSEhD7PWVlZiQ8//BC7d+9GTk4OampqEBAQgPHjx2PFihVYvnw5HBz4g9yazFU8sL8DERHZkwCNutM2ngajiKzyRlwsqEXy9YRERmk9LLSTp0QUgazyRmSVN2J3cpF0PdTbGeMCNRgXaEpGjAvSINBDzabMRES9IIiiaOF/rik5ORnPPPMMfvjhh17dP3fuXOzYsQNhYWE93ltfX4+f//zn+Pzzz83e4+DggA0bNuCVV17pdcybNm3C+vXrodfLr/0HgBUrVmDr1q1wd3fv1Zz//ve/8eSTT6KiosLsPfHx8di1axdGjRrV61gHSnp6OmJjY6XztLQ0jB8/3oYRWV5jSxsmrt8v+0vaHx+ehAfiQ6wfFBERUT81tbYhtbAOFwtvVEYMxBINc7xcHDAuSINxgRqMD/LAuCANonxdoVIqrBYDEZE59vT+hhUPAyAjI6NL0mHUqFGIjY2Fr68vamtrkZiYiMLCQgDAsWPHMHPmTJw8eRJRUVFm59Xr9XjggQdw+PBh6VpsbCymTJmC5uZmnDhxAqWlpdDr9Xj11Veh1+vxxhtv9BjvG2+8gTfffFM6DwoKwu233w61Wo3z588jPT0dALBr1y5UVVXh66+/hkrV/R+dAwcO4P7770dbWxsAwMXFBQkJCfDz80NWVhZOnjwJURSRlJSEhIQEnD17FkFBQT3GSrcmpaDW7CdDcWwsSUREg4yLowrTo3wwPcpHulZer0NyQS1SC+uQUlSH1MJa1DSZ/2DlVtQ06XEqqwqnsqqka04qBcaMcJcSEuOCPDBmhDv7RhDRsMZ/AQdQTEwM1q5di8ceewzBwcGdxoxGI7Zv347nn38eTU1NKC4uxsqVK5GYmGi2ZO/NN9+Ukg5qtRrbt2/H8uXLpfHW1la89tprePvttwEA//mf/4k5c+Z0u5Tj8OHDnZIOL730Et588004OjpK13bt2oUnn3wSOp0OBw4cwKZNm7pNaFRXV+ORRx6Rkg4JCQn4/PPP4eNz45eCCxcu4L777kN+fj4KCwvx2GOP4ciRI2bnJMsw19/By8UBET4uVo6GiIjI8vxvWqIhiiKKapulRERaUR1SCuvM7vB0q1rajLhYWIeLhXXSNUEAIn1cMTZIgzEB7hg9wh1jRmgQ4uUMhYJLNYho6ONSiwFw/Phx5OTk4Gc/+xmUSmW39+7ZswcPPPCAdP7dd99h4cKFXe4rLy9HVFQUtFotAODdd9/F008/LTvn8uXLpaUYM2fORGJiotnXnz59ulSdsXz5cuzatUv2vnfffRfPPvssAMDd3R3Z2dnw9fWVvfell16Skh/R0dFISUmBi0vXN7UpKSmYOnWqtLxj//79uOuuu8zGOtDsqRRpoKz58EccvlLe5fqdY/yxbfVtNoiIiIjI+kRRREF1M1KL6pBSZKqOSC2qQ4OuzapxuDoqMTLAHWNGmJIR7QkJb1fHnp9MRNQDe3p/w8SDHej45v+Xv/wl/vznP3e55+2338ZLL70EwLRs48qVK2YrI/Lz8xEZGQmj0QgASEpKQlxcXJf7fvzxR0ybNg0AoFQqkZOTg9DQUNk5RVHE6NGjkZmZCQD44x//iHXr1nW5T6/Xw9/fH7W1pk/WP/nkEzz66KNmv/ennnoK77//PgDg3nvvxb59+8zeO9Ds6S/mQBBFEVN+dwjV2tYuYy8uGIVfJoy0QVRERET2QRRF5FU1IbXIlIRILazDpZL6AauM6I6fu5MpGdGhOmJkgBvUDt1/oEVE1JE9vb/hUgs7MHv2bCnxkJubK3vP3r17pePVq1d320E5LCwMCQkJOHjwIABTVYVc4qHjnAkJCWaTDgAgCAJWr16N3/72t9KccomHY8eOSUkHd3d3LFu2zOycAPDEE09IiYcDBw5Aq9XC1dW12+dQ/+RXN8kmHQAgPpz9HYiIaHgTBAERvq6I8HXFkkmmvlOiKKK4TodLxfVIL67DpeJ6XCqpR2FN84DGUtHQgoqGFpzMrJSuKQQgwse1Q2WEO0aP0CDM2wVKLtcgIjvHxIMd6JhEMBi67k+t0+lw5swZ6Xzu3Lk9zjl37lwp8XDkyBFs3Lixyz1Hjx7t85ztEhMT0dLSAicnJ7Nzzpw5s8v4zaZNmwYXFxc0NTVBp9Ph9OnTmD9/fo+xUN8l5ctvoykIwMQQDytHQ0REZP8EQUCwpzOCPZ2xYFyAdL2uSY9LJaYkRHtCIqu8EW2W3tuzA6MIZFdqkV2pxbdppdJ1R5UC0X5uGOl//SvADTH+7ojwceHuGkRkN5h4sAOpqanSsVzVQUZGhrRsQhAE2eqFm8XHx0vHly9flr2n4/WO9/dmToPBgKtXr2LChAm3NKdKpcKECRNw9uxZ6flMPAyM5Hz5xpKjA9zhrnawcjRERESDl4eLA2ZG+2Bm9I3G2S1tBmSWNUpVEenFdbhc0oDGloHtG9HaZsTlknpcLqnvdN1BKSDK1w0xAe1JCXeMDHBDhI8rHFVMSBCRdTHxYGMFBQWddnOQe9OdkZEhHfv7+0OtVvc4b1hYmHRcXV2NiooK+Pn5SdfKy8ulJREAEB4e3uOcarUafn5+qKioAABcuXKlS+KhY6y9mbM91vbEw5UrV3r1nJ6Ul5dLcfZWVlaWRV7bXpmreIgL87RyJEREREOPk0qJ2GAPxAbfqCI0GkUU1DQhvdiUGLhS2oCM0gbkVzcNeDx6g4iMsgZklDV0uq5UCIjwccGoAHeM9HdDzPXHSF9X9pAgogHDxIONrVu3TlpeERYWhiVLlnS5p6rqxt7QAQEBXcbljBgxotN5dXV1p8RDxzn7Om/7G/rq6mqLxyo3Z39s2bIFGzZssMhcQ0FzqwGXSxpkx+LC2N+BiIhoICgUAsJ9XBHu44rFEwKl640tbbhaZkpCZJQ24EppPTJKG1DTNPCNLA1GEdcqtLhWocW3HWMVgHAfV0T5uiLa363To7erY7f9xYiIesLEgw3t2LEDX331lXS+efNm2Z4IjY2N0rGzs3Ov5r75vo5zyJ33Z96b57j5mqXmpFuXUlgLg5l1p/GseCAiIrIqNycV4sO8EN8h+S+KIioaWqSqiCulDcgoq0dmWSNa2owDHpNRBHIqtcip1HbZetvTxQFRvq6I8nNDtJ8bovxcEe3nhnAfFziwjwQR9QITDzZy7tw5PPPMM9L5I488YnbbSZ1OJx07OvZuX+ebExjNzZ27L3ecs7/z3jznzfNaak66dckF8v0dNGoVonzdrBwNERER3UwQBPhr1PDXqHHHqBtVqgajiNwqrSkZ0b5co8y0XEMcuF6WndQ26ZGUX4ukm/pFKRUCwr1dpERElN+N5IS3a+9+DySi4YGJBxvIycnBkiVLpDfpEyZMwNatW83e37GnQ2ur/HaIN2tpael0fnP1wc19IlpbW3vVO6LjvHIVDWq1Gk1NTf2OtbdVEj157rnn8NBDD/XpOVlZWVi6dKlFXt/eJOXJ93eYHOYFBbfgIiIisltKhYDo62/mOy7XaGptQ3aFFpnlDcgsa0RmeSOyyhuRV6XFAG6u0YnBKEo7bRy6LF8lEenrhggfF0T4uiLy+nalbk58C0I03PBvvZWVlJRgwYIFKC01bYMUFRWF/fv3w8PD/HaGbm43PpHubUXAzfd1nEPuvLm5uVeJh47z3jxH+7X2xEN/YpWbsz/8/f3h7+9vkbkGO1EUzVY8cJkFERHR4OTiqOrSzBIAdHqDlJDIKm+8npRoQG5Vk9lllwPBXJUEAPi6OXVORvi4IsLXBRE+rnBlUoJoSOLfbCuqqqrCggULcO3aNQBAYGAgDh06hMDAwG6f5+NzY6umsrKyXr1We2Kjnbe3t9k52+f18uq5yWDHeW+es33e8vLyfscqNyfdmsKaZlQ0tMiOsbEkERHR0KJ2UGJckAbjgjSdrre2GZFbpZUSEZnljcgqa0R2ZSP0BuslJACgsrEFlY0tOCdTkenn7oTI9kREe1Li+rmLI9+6EA1W/NtrJfX19Vi0aBHS09MBmN6gHzx4EJGRkT0+d/To0dJxeXk5dDpdj9UJ+fn50rG3t3enHS0AU0WAp6entKVmXl4exowZ0+2cOp2u0xaVcvePHj0aly9flubsjY6x9hQD9Z25agcAmBzK1s++fgAAIABJREFUigciIqLhwFGlwKgAd4wKcAdw40MvvcGI/OomZJY1XN/tohHZ1x8bdG1Wj7OioQUVDS34IbfrTmcBGqcOiQhXRPq6IMzbFWE+Lly+QWTn+DfUCrRaLRYvXoxz584BADQaDfbv34/x48f36vmjR4+GQqGA0WiEKIq4cOECZsyY0e1zkpKSpOOxY8fK3jN27FicPn0aAJCcnIyFCxf2ek6lUolRo0bJzrl3715pzp60tbUhLS2tx1ip/8z1d4jxd4OHs4OVoyEiIiJ74qBUSD0kOhJFEZWNrZ0SEdkVjbhWoUVhTZPV+kh0VFbfgrL6FpzN6ZqU8HZ1RJi3S+cvH9NjgEYNJXtaEdkUEw8DTKfT4d5778WpU6cAAC4uLvjmm28wZcqUXs+hVqsxY8YMJCYmAgCOHTvWY+Lh+PHj0vGdd94pe8+8efOkxMOxY8fw8ssv93rOWbNmyW79OW/ePGzevBkAcPr0abS2tna7u8WPP/4IrVYLwPR9zpw5s9sYqO/Y34GIiIj6ShAE+Lk7wc/dCTOiOi/R1ekNyKtqQnZFI7IrtbhW3ohrlVpklzeiocX6VRIAUK1tRbW2FRdkfu9xVCoQ4uWMUG8XhF9PRoR2SFCwrwTRwOPfsgGk1+uxbNkyHDlyBIBp28h9+/Zh9uzZfZ5r6dKlUuLhww8/7DZJUFhYiMOHD3d6rrk5N23aBAA4dOgQCgsLERISYnbeHTt29Djn3Llz4eHhgbq6OtTX12P37t1Yvny52Tk//PBD6XjBggVwdXU1ey/1nU5vwKXiOtkx9ncgIiKi/lA7KDF6hDtGj3DvdF0URVQ0tuBauRbZlY3IqdAit6oJuVVa5Fc1odVgtEm8rQajtPuGHF83x06JiI4VEwHuau4ARmQBTDwMEIPBgEcffRTffPMNAEClUuGLL77A/Pnz+zXfqlWrsGHDBmi1WmRkZOD999/H2rVrZe996aWXYDAYAAAzZ85EfHy87H233XYbbrvtNvz4448wGAx4+eWX8fHHH8ve+9577yEjIwMA4O7ujscff1z2PgcHBzz11FP47//+bwDAG2+8gfvuu092m8y0tLROiYdf/OIX8t889Vt6cZ3ZhlHxTDwQERGRBQmCAH93Nfzd1ZgZ3blKwmAUUVzbjLyqJuRUaZFbafrKqdKioLrJ6g0uO6psbEVlYyuSZXbgcFAKCPZ0RrCXM0I8XRDi5YwQb2eEeJmO/d25jIOoN5h4GACiKGLt2rX4xz/+AQBQKBT46KOPcO+99/Z7Tn9/f/zqV7/Cm2++CQB4/vnnodFo8PDDD0v3tLa24o033sCuXbuka+3LHszZvHmzlAz55JNPEBoaio0bN8LB4cba/88//xwvvPCCdP7rX/8avr6+Zud8+eWX8f7776O2thaZmZlYunQpPv300047aVy8eBFLly5Fa2srANMSjZ56TFDfJeXJL7Nwc1Ihxt8yW5cSERER9USpEBB6fYnD7SM7/x7ZnpTIqdQit0qLnEot8qqakFupRX51E9ps0VDiOr1BvF610QSgqsu4g1JAkKezKSHh6WJKUHjdSEywvwSRiSCKou3+Jg9RW7Zs6fTp/ciRI3HXXXf16rk+Pj7YsGGD7Jher8eiRYukpRsAMGHCBMTHx0On0+HEiRMoKSmRxjZs2IA33nijx9d8/fXX8bvf/U46DwoKwh133AEnJyecP3++U/PHBQsW4JtvvoFK1X3Oav/+/bjnnnvQ1mZa5+fq6or58+fD19cXWVlZOHHiBNr/6AUHB+OHH35AUFBQj7EOpPT0dMTGxkrnaWlpvW4Aaq+e++Q8vkkt7XL99hhffLx2ug0iIiIiIuq9NoMRRbXNpjf/lVopOZFbqUVhTbNNkxK9oVJ0SExcT0gEt597uyDA3QkqpcLWYdIQZU/vb1jxMADKy8s7nWdmZiIzM7NXzw0PDzebeHBwcMDu3bvx85//HF988QUAIDU1FampqV3uW79+PV599dVevebGjRvh5OSEjRs3Qq/Xo7i4GJ999lmX+5YvX46tW7f2mHQAgIULF2L37t1Ys2YNKioqoNVqsW/fvi73xcXFYdeuXTZPOgxV5ioe4thYkoiIiAYBlVKBcB9XhPu4Ys6oztvDtxmMKKnToaC6CfkyX7VNehtF3SFGoyjFI0epEBDg7oQgT2cEeToj0FONYE9nBHncOPZwdoAgsGqCBjcmHgYZDw8PfP7553jqqaewY8cOnD59GiUlJXBwcEBoaCgWLlyINWvW9GlbSkEQ8Nprr2HZsmV4//33ceDAARQUFECv1yMwMBAzZ87EqlWr+tyfYsmSJUhPT8f27duxZ88eZGdno7a2FgEBARg/fjxWrFiBFStWdFrWQZZTUteM0nqd7BgTD0RERDTYqZQKafnGLJnxumZ9l6RE+3mRnVRLGIwiiut0KK7TAWa2QHd2UCLIU21KTng4X09SqG8kKzzUUDsorRw5Ud9wqQXRdfZUimQJX6eU4BefJsmOJb++AF6u5rc5JSIiIhrK2qsl2hMSeVVNnZIUdc22r5boCx9XRykhEejhjODr1RNBnqZjPzcn7s4xDNnT+xtWPBANUcn58lnzSF9XJh2IiIhoWOtYLSG30X1dkx4FNU0orGlGofR447ixpc3qMXenStuKKm0rUovkt1FXKQSM8FAjyMMZAR5qBHqoEaDp/Ojn7gQH9pugAcLEA9EQlWQm8cBlFkRERETd83BxgIeLB2KDPbqMiaKI+uY2KTFRVHtTcqK6CQ12lphoM4pSfOYIAuDn5oQRHmqM0KhNjx2Prz+6OPItJPUd/9QQDUEtbQakFdfLjsWFeVk5GiIiIqKhQxCEbhMTgKm/hFylRNH143qdfSUmAEAUgfKGFpQ3tCAF8pUTAKBRqxDYXjmhUUsVFO2JiUAPNRtiUhdMPBANQZdLGtDaZpQdi2fFAxEREdGA8nB2gIezB8YHmU9MFNU0o6SuGcW1zSiq1UnHxbU6lNbrYLCD5pdy6nVtqNc1IKOswew9TioFRlxfxhGgUcPf3QkBGicEaExLOtqvuTmpmKAYJph4IBqCksx0RXZxVGJ0gLuVoyEiIiKijkyJCQeMC9LIjhuMIsobdCiu1V1PRjSjpE6Hog7H1dpWK0fdey1tRuRVmZp2dsfFUQl/dyf435Sg8HdXw//6Y4CGCYqhgIkHoiEouaBW9vrEEA+o2DSIiIiIyK4pFQICPZwR6OGMKeHyy2SbWw0ormtGyfXkRFFtewXF9WRFXTN0evkKWHvR1GpAblUTcntIUDg7KDslJG4kKdRS4sJf4wR3JijsFhMPREOQuYoH9ncgIiIiGhqcHZWI9nNDtJ+b7Lgoiqhp0ksVE8W1zSitb0FpXTNK63UorTMt6bD35AQANOt7n6DwdXeEn5sT/NxNX77tx25O8L3+6OfuBLWD0krRE8DEA9GQU15vKsOTE8/EAxEREdGwIAgCvF0d4e3qaLYJpiiKqGvWo7Reh5I6Hcrqrj/Wd36sa9ZbOfr+adYbUFDdjIJq87t3tHNXq24kIzokJNof2xMWPm6O3GbUAph4IBpikvLll1kA3EqTiIiIiG4QBAGeLo7wdHHEmBHy/SYA07KOG1USzSit61o5UdHQAjvthymrQdeGBl0bsiu1Pd7r5eIgVVD4uXWooripqsLbxREKBZd6yGHigWiISS6QX2YR5u0CXzcnK0dDRERERIOds6MSkb6uiPR1NXtPm8GIisaWTpUT5Q0tKK83PZZdfxws1RMd1TTpUdOkx9Wyxm7vUypMVSZ+bk545LZQrJoVYZ0ABwEmHoiGmGQzFQ+sdiAiIiKigaJSKqSGmN3R6Q0or29BeYMOZTc9drw+GBMUBqOIioYWVDS0oLZp8MU/kJh4IBpCDEYRaUV1smNxoUw8EBEREZFtqR2UCPNxQZiPS7f36fQGVHSolOj42PG6vb7B93NnpXFHTDwQDSFZ5Y1oajXIjk1mY0kiIiIiGiTUDkqEersg1Lt3CYryBp1UbVDR0IKKxtbrjy2ovP7Y2ma9HTyYeOiMiQeiIeRigfwyCwelgLGB7laOhoiIiIhoYPU2QSGKIup1bVJiorKxpUtion2sStsKwy12yvR1c7yl5w81TDwQDSEXCuUTD2MDNXBSca9iIiIiIhqeBEGAh7MDPJwdEOPv1u29RqOImqZ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      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7fd316b50b00>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fluids_hs = FF.oil_water_fluids(mu_water=1.1e-3, mu_oil=2e-3)\n",
    "fluids_ls = FF.oil_water_fluids(mu_water=1e-3, mu_oil=2e-3)\n",
    "rel_perms_hs = FF.oil_water_rel_perms(krw0=krw0_ow, kro0=kro0_ow, \n",
    "        swc=swc_ow, sor=sor_ow, nw=nw_ow, no = no_ow)\n",
    "rel_perms_ls = FF.oil_water_rel_perms(krw0=krw0_ww, kro0=kro0_ww, \n",
    "        swc=swc_ww, sor=sor_ww, nw=nw_ww, no = no_ww)\n",
    "# rel_perms_hs = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "#         swc=0.15, sor=0.4, nw=2.0, no = 2.0)\n",
    "# rel_perms_ls = FF.oil_water_rel_perms(krw0=0.35, kro0=0.95, \n",
    "#         swc=0.15, sor=0.35, nw=2.0, no = 2.0)\n",
    "core_flood_fast = FF.core_flooding(u_inj=u_inj_fast, pv_inject=pv_inj_fast, p_back=1e5, sw_init=0.2, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "core_flood_slow = FF.core_flooding(u_inj=u_inj_slow, pv_inject=pv_inj_slow, p_back=1e5, sw_init=0.2, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "\n",
    "core_props = FF.core_properties()\n",
    "ls_res_fast = FF.single_ion_adsorption_water_flood(core_props, fluids_ls, fluids_hs, rel_perms_hs, \n",
    "        rel_perms_ls, core_flood_fast, eq_const)\n",
    "ls_res_slow = FF.single_ion_adsorption_water_flood(core_props, fluids_ls, fluids_hs, rel_perms_hs, \n",
    "        rel_perms_ls, core_flood_slow, eq_const)\n",
    "\n",
    "FF.visualize(ls_res_fast)\n",
    "FF.visualize(ls_res_slow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 13.333333333333332, '')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(ls_res_fast.water_cut_time[:,1], ls_res_fast.water_cut_time[:,2], \n",
    "    ls_res_slow.water_cut_time[:,1], ls_res_slow.water_cut_time[:,2])\n",
    "legend([\"Late breakthrough\", \"Early breakthrough\"])\n",
    "xlabel(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above figure shows the water cut in each zone. I need to add them together based on the total flow rate in each zone and plot the final value versus time. I need to know the total injection rate, the total surface area of each zone, and the water cut versus time. Then I calculate the new water cut versus time by calculating the total flow of oil and normalizing it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Spline1D(knots=[0.0,168.83 … 29739.5,30000.0] (150 elements), k=1, extrapolation=\"nearest\", residual=0.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_fast = ls_res_fast.water_cut_time[:,1]\n",
    "WC_fast = ls_res_fast.water_cut_time[:,2]\n",
    "t_slow = ls_res_slow.water_cut_time[:,1]\n",
    "WC_slow = ls_res_slow.water_cut_time[:,2]\n",
    "WC_f =  Spline1D(t_fast, WC_fast, k=1, bc=\"nearest\")\n",
    "WC_s =  Spline1D(t_slow, WC_slow, k=1, bc=\"nearest\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25000-element Array{Float64,1}:\n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " 0.0               \n",
       " ⋮                 \n",
       " 0.9956037531347682\n",
       " 0.9956040460799181\n",
       " 0.9956043390250681\n",
       " 0.995604631970218 \n",
       " 0.9956049249153679\n",
       " 0.9956052178605177\n",
       " 0.9956055108056676\n",
       " 0.9956058037508176\n",
       " 0.9956060966959674\n",
       " 0.9956063896411174\n",
       " 0.9956066825862673\n",
       " 0.9956069755314171"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = range(0, 25000, length=25000)\n",
    "WC = (u_inj_fast*A_fast.*WC_f(t)+u_inj_slow*A_slow.*WC_s(t))./(u_inj_fast*A_fast+u_inj_slow*A_slow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uNQCpwDTNZq8UiDS2aKwMw0hSRQAAAID9CAUSaN++fZo2bZoOHDggSTIMQ5MmTdKQIUNUWlqqpUuXqrq6WqWlpZoxY4aWLFmiadOmxW38DRs2aNq0aSorK7OOnXXWWRo+fLi6deum48ePa+vWrdqwYYP8fn/cxgVS0Z7je3S4+nCrbc4pOidJ1QAAAACpgVAggW688UYrEBgwYIBee+01jRo1ynr/yJEjmj17tpYtW6a6ujrNmjVLO3bsUEFBQYfH3r17d6NAYNq0afrv//5vjRgx4pS2R48e1eLFi9W7d+8OjwukqrauEpCkcUXjVFrWZjMAAAAgbbCmQIK8+eabWrlypSTJ5/Pp9ddfbxQISFKPHj20ePFiDR48WFJocv7www/HZfzbbrvNCgS++c1v6u233242EJCkbt266eabb9all14al7GBVLT2UOvrCeR583RGV548AAAAAGchFEiQxx9/3NqeO3euRo4c2Wy7nJwcPfjgg9b+73//+w5fyr948WK9++67kqT+/fvr6aefltvt7tA5gc6urSsFzi46W24X/04AAADgLCkZCixcuFALFy7UkiVLOnSed9991zpXMlVWVmrZsmXW/s0339xq+2uvvVZ5eXmSQlcL1F9hEKsnn3zS2v7Rj35knRtwqgOVB3TgxIFW27CeAAAAAJwoJdcUmD17tgzD0GmnnabLL7885vPcfffd2rhxowzD0KxZs+JYYes+/PBD1dTUSApdCXDuuee22j4jI0MTJ060Pt1fvny5pk6dGtPYpaWl1nkk6YYbbojpPEA6ae96AgAAAIDTpOSVAlLo8WHxOk+8ztVen3/+ubU9cuRIeTxtZy9jx45ttn+0PvroIwWDQUnSmWeeqcLCQlVUVOixxx7ThAkT1L17d2VnZ2vAgAG67rrr9OKLL1rtgXS1tqT19QSyPFka1n1YkqoBAAAAUkdKXikgqVM/K3zr1q3W9oABA9rVp3///tb2li1bYh57zZo11vbw4cP10Ucfafbs2dqzZ0+jdnv27NGePXv08ssv61e/+pVeffVVDRo0KOZxmyotLdXhw60//q2p7du3x218IFJbVwqM6TlGXpc3SdUAAAAAqSNlQ4F4qF+wrz2f1MdT/ar/klRUVNSuPsXFxdb20aNHYx5779691nZFRYWmT5+u8vJySaGrEUaNGqVAIKA1a9ZY4cMnn3yi8847T2vXrlXfvn1jHjvSE088oQceeCAu5wI64nDVYX351ZettmE9AQAAADhVWocC+/fvlyR16dIlqeNWVlZa21lZWe3qE9kusn+06gMASdZihz169NDChQt18cUXN2q7cOFCzZs3T9XV1SopKdG3vvUtvffeezGPDaSidq0nUMx6AgAAAHCmlF1ToKMWLVqk8vJyGYYR18vi2+PkyZPWts/na1efjIwMa7u6ujrmsU+cONFo3+126/XXXz8lEJCkWbNm6Y9//KO1//777xMKIO20tZ6Az+XTiB4jklQNAAAAkFpsvVLgww8/1AcffNDi++Xl5Xr44Yfbfb5gMKiKigp99tlneuedd6zjF1xwQYfqjFZmZqa1XVtb264+9U8rkNp/dUFbY0vS1VdfrYkTJ7bYftasWXrkkUe0dm1o4vTiiy9qypQpMY9fb/78+bruuuui6rN9+3bNmDGjw2MDkdq6UmBUz1HKcGe02gYAAABIV7aGAu+++64efPDBZt8zTVNlZWX66U9/GtO565844Ha79e1vfzvmGmORm5trbbf3U//IdpH9OzK2JM2cObPNPjNnzrRCgQ8//DDmsSMVFhaqsLAwLucCYnXs5DFtL299AUvWEwAAAICT2b6mgGmaMgyj2ccGdvRRgl6vV7/97W911llndeg80erevbu1XVJS0q4+hw4dsra7desWl7Eltet7j2xTvw4DkA7Wlaxrsw3rCQAAAMDJbA0FcnNzm12dv6SkRIZhyOVyqUePHu0+n9frVW5urgYOHKiJEyfqpptuSvp6ApJ05plnWttfftn6quf1Ih8ZOHTo0JjHbtq3PVcdRLY5fvx4zGMDqaat9QQ8hkejeoxKUjUAAABA6rE1FLjzzjt15513nnLc5Qqtfzho0CBt27Yt2WV12LBhw6ztTz/9VH6/v83HIq5b1/CJZmT/aI0Y0XjBtPZM8iPb5Ofnxzw2kGraWk9geI/hyvZmJ6kaAAAAIPWk7NMHOnrrgJ3OP/9862kCJ06csO7Xb0lNTY1WrVpl7U+dOjXmsSdOnKicnBxrf/PmzW32iWzTr1+/mMcGUslXtV9py9EtrbZhPQEAAAA4XUqGAk8++aSefPLJFhchTHW5ubmaNm2atR/52L/mvPrqq9an9V27dtWkSZNiHjsrK0uXXXaZtf+///u/bfaJbDN58uSYxwZSySeln8hU6+HiuCLWEwAAAICzpWQocPvtt+v222/X7Nmz7S4lZvPnz7e2FyxYoE2bNjXbrqqqSvfdd5+1f/vtt7d5q0FbfvCDH1jbr776aqOrEJpauHChPv644RLruXPndmhsIBWUnCjRHcvuaLWNy3Dp7MKzk1QRAAAAkJpSMhRIB1//+td10UUXSZJqa2t1xRVX6NNPP23UpqysTDNmzND27aFHpnXr1k0/+clPmj3f7t27ZRiG9fXee++1OPZFF12kq666SpIUDAZ15ZVXNtv+r3/9q+bNm2ftf/Ob39SYMWOi+C6B1HS8tu21NIZ2G6pcX+yP/wQAAADSge2PJExnzz//vMaPH6+DBw9q9+7dGjNmjCZPnqzBgwfr8OHDWrp0qaqqqiRJHo9HCxcuVEFBQVzGfuaZZ3TBBRdoy5YtOnz4sC6++GKdc845GjVqlAKBgNasWaPPP//can/WWWfpqaeeisvYgN3yM9peMJP1BAAAAIAUDQX++c9/xv2c48ePj/s529K3b18tX75c119/vT755BMFg0GtWLFCK1asaNSuZ8+eWrBgQaN1CDqqW7duWrZsmebNm6d3331XkvTxxx83ulWg3vTp0/Xss8+qS5cucRsfsFOuL1c53hydqDvRYhvWEwAAAABSNBSYOHGiDMOI2/kMw5Df74/b+aIxdOhQrV69Wi+++KJeeOEFbdq0SSUlJSooKNDgwYM1c+ZM3XLLLerRo0fcx+7du7feeecd/e1vf9Nzzz2nNWvW6ODBgzIMQ7169dJFF12kb33rWx162gGQirI8WeqT20fbjrX8SNOxhWOTWBEAAACQmlIyFKjXmR9LGMnn82nOnDmaM2dOzOcYOHBgzD+PK664QldccUXMYwOdUa+cXi2GAmN6jlFBZnxu1QEAAAA6s5QNBWKdAEdeYZAuoQKA6BXnFLf43r+M/JckVgIAAACkrpQMBSIXwGuPqqoqlZSUaNWqVfrLX/6iXbt2yeVy6cEHH9S1116boCoBpLJeOb1OOeY23PrZxJ9pcr/JNlQEAAAApJ6UDAXOPPPMmPpddtlluu+++/TLX/5S999/v+6//37l5ubqBz/4QZwrBJDqBuUP0sgeI1WcU6xeOb00pGCIpvSboq6ZXe0uDQAAAEgZKRkKdITL5dK9994rj8ejf/u3f9Ndd92lc845RxdeeKHdpQFIoqn9p2pqfxbRBAAAAFrjsruARLn77rs1ZMgQBQIB/ehHP7K7HAAAAAAAUk7ahgIul0szZ86UJK1bt06bNm2yuSIAAAAAAFJL2oYCknTaaadZ25988omNlQAAAAAAkHrSOhSIfDzhgQMHbKwEAAAAAIDUk3YLDUbauHGjtZ2RkWFjJQDirSZQo5pAjQyFwj9DhhUEGjLkMlzK9GTaWSIAAACQ8tI2FDh48KCeffZZa3/AgAE2VgMg3p757Bk98ckTLb4/KH+QXpvxWhIrAgAAADqftLx94J///KemTZumiooKSZLX69XUqTyaDEgrpt0FAAAAAJ1fSl4p8PDDD0fdp6qqSvv379fq1asbPWnAMAx95zvfUV5eXjxLBGAzs41UoP62AgAAAAAtS8lQ4J577mm0SGC0TNO0+o8fP17/8R//Ea/SAKQIQgEAAACg41L69gHTNGP6kiSXy6U77rhD7777rnJycmz+TgAkW0eCRQAAAMApUvJKgcLCwqh+oTcMQ9nZ2SooKNDQoUM1YcIEzZo1S0VFRQmsEoCd6gNAAAAAALFLyVDg0KFDdpcAIMW1dfsAAAAAgLal9O0DANCStq4U4PYBAAAAoG2EAgAAAAAAOBShAIC0xNMHAAAAgLYRCgDolHgkIQAAANBxKbnQ4Lp16/SHP/xBktSrVy/9/Oc/j/ocDz30kA4ePChJmj9/vkaMGBHXGgHYizUFAAAAgI5LyVDgscce0wsvvCDDMPTYY4/FdI78/Hzdf//9MgxDtbW1VsgAID3w9AEAAACg41Lu9oFAIKA33nhDkuTz+XTzzTfHdJ558+YpMzNTpmlq0aJFPNMccBhuHwAAAADalnKhwIYNG/TVV1/JMAxNnjxZ+fn5MZ2nS5cumjp1qiTp2LFj2rhxYzzLBGAzrhQAAAAAOi7lQoFNmzZZ2xMmTOjQucaNG2dtb968uUPnApBi2sgEWFMAAAAAaFvKhQKlpaXWdu/evTt0rsj+hw4d6tC5AKQWrhQAAAAAOi7lQoHa2lpr2+v1duhcHk/DOorV1dUdOheA1NLm0wdYUwAAAABoU8qFAt27d7e2S0pKOnSuyP4FBQUdOheAzoVQAAAAAGhbyoUCxcXF1vbf//73Dp0rsn9RUVGHzgUgtbR1+wBrCgAAAABtS7lQ4IILLpBhGDJNU8uXL9euXbtiOs/OnTu1bNkya//888+PV4kAUgBrCgAAAAAdl3KhQPfu3TV+/HhJUl1dnb797W/L7/dHdY76fnV1dTIMQ2effbZ69eqViHIB2IQ1BQAAAICOS7lQQJLuuecea3vFihW68sor272+QElJia688kqtWLGi2fMBcAgyAQAAAKBNKRkKXHXVVZo2bZr1SeDbb7+toUOH6oc//KFWrlypqqqqRu2rqqq0cuVK/eAHP9DQoUP1zjvvyDAMGYahqVOn6tprr7Xj2wBgI64UAAAAANrmabuJPV5++WVNnDhRW7dulWEYqqio0G9/+1v99re/lSTl5uYqNzdXlZWVqqystPqZpmmtSTB8+HC98sordn0LABKINQUAAACAjkvJKwUkKT8/Xx9++KGuuOIKa6IvhSb9pmnq+PHjOnjwoI4fP24dq2eapmbOnKm///3v6tKli13fAoAEYk0BAAAAoONSNhSQpK5du+q1117TK6+8ookTJ7Y5CTBNUxdddJEWL16sV155RQUFBUmqFECy8UhCAAAAoONS9vaBSDNnztTMmTN14MABrVy5Ups3b1ZZWZmOHz+u3Nxcde/eXSNGjNCkSZN4ygAc44jLpR0+r/z1k9+qfdL+f7TYfnTP0cr15UY1xt7je7Xnqz0dKTNmp3c9XYXZhTH350oBAAAAoG2dIhSo17t3b82ePdvuMgBbHVJAvyjqqX9kZzV+4+Dboa8WLLxioYZ1HxbVWG/tekv/d/3/jaXMDvvlhb/UN077Rovvt3XlEAAAAIC2dapQAHC6mkCNbvN+pV0ZWW03TnMsNAgAAAB0HKEA0Im8su0V7XIF7C4jJfTL66fRPUeHwoFwPmAqtOioKVOD8gfZWyAAAADQCRAKAJ3IxiMb7S4hZcwdPldzh8+1uwwAAACgU0vppw8AaKz8ZLndJQAAAABII4QCAAAAAAA4FKEAAAAAAAAORSgAAAAAAIBDsdAgkEa+Pvjr+tmEnzX7XrYnO+rzzRk+R7OHzu5oWTHJdGfaMi4AAADgJIQCQBrxuXzK8+XF7XwZ7gxluDPidj4AAAAAqYXbBwAAAAAAcChCAQAAAAAAHIpQAAAAAAAAh0q5NQXKy8u1bds2SZLL5dK4ceNsrghIHaZMu0sAAAAAkEZS7kqBF154Qeedd57OO+883XvvvXaXAwAAAABA2kq5UKC8vFymGfo0dNq0aTZXAwAAAABA+kq5UKBnz57NbgMAAAAAgPhKuVCgT58+1vbRo0dtrATofAzDsLsEAAAAAJ1IyoUCkyZNUnZ2tiTpgw8+sLkaAAAAAADSV8qFAjk5Obr66qtlmqaWLFmiHTt22F0SAAAAAABpKeVCAUl67LHHVFhYqJqaGl1zzTUqKyuzuyQAAAAAANJOSoYCPXv21BtvvKF+/fpp48aNGj58uJ566ilVVlbaXRoAAAAAAGnDY3cBzZk/f74k6dxzz9XevXtVWlqq7373u/rXf/1XjRgxQkOGDFGXLl3k8bSvfMMw9PjjjyeyZAAAAAAAOp2UDAV+97vfWauo17+apqna2lqtX79e69evj/qchAJIB4ZhyG1KktnMmy4Z4ukDAAAAANovJUOBeqZ56sSnuWNt4TFtSBe/+9rvpKculg6sO/XNrz0gnf/D5BcFAAAAoNNKyVBg/PjxTOQBAAAAAEiwlAwFVq1aZXcJAAAAAACkvZR8+gAAAAAAAEg8QgEAAAAAAByKUAAAAAAAAIciFAAAAAAAwKFScqHB5uzYsUNLly7V6tWrtW/fPh07dkxVVVUaMGCA3nzzzUZtTdPU8ePHJUkul0u5ubl2lAwAAAAAQEpL+VDgn//8p37+859r2bJlMk3TOl6/XVdXd0qfQCCgYcOG6dChQ3K5XPriiy80cODAZJUMAAAAAECnkNK3D/ziF7/QhRdeqKVLlyoYDMo0TeurNR6PR9/5zndkmqaCwaCeffbZJFUMAAAAAEDnkbKhwM9+9jM99NBD8vv9/4+9O4+Lov7/AP5abjkFlcQLxAtSSQ3x5jQzzFLzLBMt01LTTNPMUtTSUssjNZIUNL/59cirRE3lqlC8SwEvFFAEQRDkkGNhfn/wY767ArsL7LIsvJ6PBw9ndj7zmffsrLDzns8hJgHat2+PcePGYfbs2Ur3f/PNN8Xl33//XWNxEhEREREREemqepkUCA8Px6pVq8T1nj17IjIyEvHx8di9ezfWr18PAJBIJFXW0aFDBzg5OUEQBFy6dAm5ubkaj5uIiIiIiIhIl9TLpMDChQvFZYI8edMAACAASURBVF9fX5w9exYDBw6sdj2urq4AysYYuHbtmtriIyIiIiIiImoI6t1Ag0lJSTh//jwkEglsbGzw888/w9DQsEZ1Pf/88+LyzZs30bdvX3WFSaQVm69sxk2DJ4Bt84obU0+h3/WWGO80vu4DIyIiIiIinVTvkgJRUVHi8pgxY2BtbV3jumxsbMTljIyMWsVFVB9cTruMaP0iwMy04sa8RFhnXq/7oIiIiIiISGfVu+4Dqamp4rKLi0ut6jI2NhaXnz59Wqu6iIiIiIiIiBqaepcUKC4uFpdr2m2gXFZWlrhsZWVVq7qIiIiIiIiIGpp6lxSwtbUVl5OSkmpVV2xsrLjcokWLWtVFRERERERE1NDUu6RAhw4dxOUTJ07UuB5BEPDHH3+I67169apVXEREREREREQNTb1LCvTr1w+WlpYQBAHnz5/HyZMna1TP7t27kZiYCIlEgnbt2qFjx45qjpSIiIiIiIhIt9W7pIC+vj7Gjy+bUk0QBLz99tu4ceNGteqIi4vDrFmzxPVp06apNUYiIiIiIiKihqDeJQUAwN/fH2ZmZpBIJEhLS4Obmxs2btyIgoICpfvu2LEDAwcORHZ2NoCysQRmz56t6ZCJiIiIiIiIdI6BtgOoTMuWLREUFCS2GMjJycHcuXOxePFieHp6omvXrmLZnJwcbNiwATExMQgJCUFKSgoEQQBQNnvB3r17YWZmppXzIKprEolE2yEQEREREZEOqZdJAQAYPXo0AgMDMWPGDBQVFQEA8vLyEBISgpCQEABl3QvS0tLw8ccfi+vlN0VNmjRBUFAQ3N3dtXMCRJogaDsAIiIiIiJqSOpl94FyU6ZMQXR0NPr06SM+/S//VyKRyD0Vld3u5uaGqKgojB07tu6DJiIiIiIiItIR9balQDkXFxdERUXhzJkz+OWXX/Dnn3/i2rVrKC0tlSvn6OgILy8vjB8/Hj4+PlqKloiIiIiIiEh31PukQLl+/fqhX79+AIDS0lJkZWUhKysLpqamaN68OQwMdOZUiIiIiIiIiOoFnbyT1tPTg42NDWxsbLQdChEREREREZHOqtdjCjQURUVF+Pnnn+Hr6wt7e3uYmJjAzs4O/fv3x9q1a/Ho0aM6jWfUqFHimAwSiQSenp51enwiIiIiIiKqH+plS4Hnn38eAODg4CDONFATb7zxBuLi4iCRSBATE6Ou8Krl+vXrePPNN3H58mW511NTU5GamoozZ85gzZo1CAoKgq+vr8bj+fXXX3Hw4EGNH4e0QwJOSUhERERERKqrl0mB69evQyKRQCqV1qqeO3fuiHVpw/379+Hj44MHDx4AKJsxwd3dHR07dkRaWhpOnTqFp0+fIi0tDSNGjMCxY8c0OkhiVlYWZs2apbH6iYiIiIiISLew+4AGvfXWW2JCwN7eHleuXEF4eDh++uknHDlyBElJSWISoLi4GGPHjkVWVpbG4pk/fz5SU1NhaGiI0aNHa+w4REREREREpBsaRVJAGy0FQkJCEBkZCQAwMjLCb7/9BhcXF7kyzZs3x+HDh+Ho6AgAyMzMxOrVqzUST2hoKLZt2wYAWLBgAbp27aqR4xAREREREZHuaNBJgZycHACAqalpnR978+bN4rKfnx+6d+9eaTkzMzMsX75cXP/xxx9r3W3iWU+fPsW0adMAAB07dsTnn3+u1vqp7ggQtB0CERERERE1IA02KfDo0SMkJCRAIpGgefPmdXrs3NxcnD59WlyfMmWKwvKjR4+GhYUFgLLWAuUtDNRl6dKliI+PBwD88MMPMDExUWv9REREREREpJsaXFKgsLAQFy9exNtvv43S0lIAqPIpvaZERUWhsLAQQFlLgN69eyssb2xsjL59+4rroaGhaovl4sWL+O677wAAEydOxODBg9VWNxEREREREek2rc4+8NVXX+Grr76qcvudO3eq1fS/tLQUxcXFFV4fMWJEjeKrqbi4OHG5e/fuMDBQ/jb36tULJ0+erLB/bUilUkydOhUlJSWwsbERkwNEREREREREgJaTAlKpFAUFBZVuEwQBgiBUuV2Z8sEFXVxcMHHixBrHWBM3btwQl+3t7VXap127duLy9evX1RLH2rVrceXKFQDAmjVr0KJFC7XUS/WXBNqZfpOIiIiIiHSTVpMCmmRiYoIJEyZgzZo1MDQ0rNNjZ2RkiMvPPfecSvu0bNlSXM7MzKx1DLdu3cKyZcsAAB4eHkrHNVC3tLQ0pKenV2uf27dvaygaIiIiIiIiqoxWkwKvvvqq3M1wuQ8++AASiQQtWrQQb2xVYWhoCHNzczg4OMDFxUVrA+rl5uaKy02aNFFpH9lysvvXhCAIeO+991BQUAAjIyMEBATU+bSMW7Zsqda1IyIiIiIiorqn1aTAiy++iBdffLHC6x988AEAwNLSEtOnT6/rsGpNtsuDkZGRSvsYGxuLy0+fPq3V8QMDAxEREQEAWLRoEZycnGpVHxERERERETVM9bL7gK2trdhSQBfJtlAoKipSaZ/y2QoA1VsXVObBgwdYsGABAKBz585YtGhRjesiIiIiIiKihq1eJgVSU1O1HUKtmJubi8uqPvWXLSe7f3XNnDkT2dnZAIAff/xRrgVCXZoxYwbGjBlTrX1u375d5zNFEBERERERNWb1Mimg65o1ayYuP3z4UKV9ZBMhNjY2NTru4cOHcejQIQDA5MmT4enpWaN61MHW1ha2trZaOz4REREREREpx6SABnTp0kVcTkxMVGmfpKQkcbmmYwBcvnxZXD537hz69u1bZdn79++Ly5cuXZIru2XLFvTq1atGMZBmfTXwKxT8MhZ4GFNxY//ZMO/xQd0HRUREREREOotJAQ1wdnYWl69evQqpVAoDA8Vv9aVLlyrdv6ZiY2NVLpuTk4Po6Ghx/cmTJ7U+PmlGS7OWgKAPSKUVNxpZAU2a131QRERERESks3QiKfDkyRNERETg/PnzSE5ORlZWFgoKCiAIgkr7SyQSHD16VMNR/k///v1hbGyMwsJC5OXl4cKFCwqf2hcWFuLs2bPiure3d12ESURERERERI1cvU4KZGZmYvHixdi1axfy8/NrVIcgCJBIJGqOTDFzc3P4+PggJCQEABAcHKwwKXDgwAHk5OQAAKytreHu7l6j4/r7+8Pf31/lssuWLQMAeHh4IDw8vEbHJCIiIiIiIt2lp+0AqvLPP//ghRdewNatW5GXlwdBEJT+lKvstbo2Y8YMcTkoKAgxMZX0AQeQn5+PJUuWiOvTp09X2tWAiIiIiIiISB3qZVIgIyMDr732GpKTk8XXjIyM0L9/f7zxxhsAyroEWFhYYOzYsRgyZAg6duwoJgIkEgn09fUxcuRIjBs3DmPHjq3zcxg2bBgGDRoEACgqKsKrr76Kq1evypXJyMjAiBEjcPv2bQBlsw4sXLiw0voSEhIgkUjEHz7ZJyIiIiIiotqql4+kv/nmG9y7dw8SiQSCIODDDz/E8uXLYWVlBQDQ0yvLZTz33HP473//K+6XlJSE9evXY9OmTSgpKUFycjIOHDiAVq1aaeU8fvnlF7i5uSElJQUJCQno0aMHPDw84OjoiPT0dJw6dUrsFmFgYIC9e/eiadOmWomViIiIiIiIGp9611KgpKQEW7duFccB+PTTT7FhwwYxIaBIu3bt8N133yE0NBTm5uY4f/48fH19UVRUpOmwK9WmTRuEhoaiR48eAIDS0lKEhYVh27ZtOHLkiJgQaNGiBQ4dOgQfHx+txElERERERESNU71LCly6dEmcEs/W1lYcDK86Bg4ciO3bt0MQBFy9elXlwfc0wcnJCdHR0dixYweGDh2Ktm3bwsjICLa2tujbty+++eYbxMbGYtiwYVqLkYiIiIiIiBqnetd9QHZAvtdffx2GhoZVli0pKaly2xtvvIGePXvi8uXL+Omnn/Dll1+K3Q7qmpGRESZNmoRJkybVuA4HBwe1DpxYnZkKiIiIiIiIqGGqdy0FMjMzxeVu3bpVWqb85r6goEBhXa+++iqAsgH9/vzzTzVFSERERERERNQw1LukQGFhobhsaWlZaRkLCwsIgiCXQKhMu3btxOWEhAS1xEdERERERETUUNS7pICFhYW4nJOTU2mZ8hH6i4qKkJqaWmVdpaWl4vLDhw/VFCERERERERFRw1DvxhSwt7cXl+/fv19pGScnJyQmJgIAoqOj8frrr1da7urVq+KykZGRGqMk0o5fb/6KZP08wLqS2TgyLsDlXjg823rWeVxERERERKSb6l1SoGvXruLyhQsXKi3j6uqKEydOAACCg4MrTQpkZWXhv//9r7gum2wg0lW/3fkNFw2eAk0rSQpk/YNxyX8xKUBERERERCqrd90HHB0dYWdnB0EQEBUVhdzc3AplxowZIy4fOXIEK1eulOsqkJKSgpEjR+LRo0cAAAMDA7i7u2s+eCIiIiIiIiIdUu+SAgDw0ksvASibXeDAgQMVtru4uGDIkCHiFH1ffPEFWrZsCS8vL/Tr1w/t27dHZGQkAEAikWDChAlo1qxZ3Z0AERERERERkQ6ol0mB8pYAgiDg66+/Fm/+ZW3ZsgUtWrQQ1x89eoTIyEicO3cORUVF4uv29vZYt26d5oMmIiIiIiIi0jH1MikwdOhQxMXFIS4uDgcPHpTrGlDO0dER4eHh6NWrl5g0EARBbtnDwwN//fUXrK2t6zR+IiIiIiIiIl1Q7wYaBAB9fX106dJFaTlnZ2ecO3cOf/75J06fPo3k5GQIgoB27drh5ZdfRt++fesgWiIiIiIiIiLdVC+TAtUhkUjg7u7OgQSJiIiIiIiIqqledh8gIiIiIiIiIs1jUoCoAZFAou0QiIiIiIhIh2g1KTB06FB88803OHfuXKWDCRKRvMpm4iAiIiIiIqoprY4p8Mcff+DkyZMAAHNzcwwaNAheXl7w9vZGz549tRkaERERERERUYNXLwYaFAQBOTk5OHbsGI4dOwYAsLKygoeHB7y8vODl5YXu3btrOUoiIiIiIiKihkWrSQF9fX2UlJRUeF0QBGRlZeHIkSM4cuQIAKBZs2bw9PQUkwROTk51HS4RERERERFRg6LVpEBWVhb+/PNPhIeHIzw8HJcuXYJUKq1QThAEPHr0CL/++it+/fVXAMBzzz0HT09PeHt7w8vLCx06dKjr8ImIiIiIiIh0mlaTAmZmZhg6dCiGDh0KAMjLy5NLEly8eLHKlgSpqanYs2cP9uzZAwBo3bq12IrA29sb7dq1q9NzISIiIiIiItI19WJMgXLPJglyc3MrtCR4NklQPhr7/fv3sWvXLuzatQsA4ODgICYJvLy80KpVq7o9GSItkEg4JSEREREREamuXiUFnmVubo5XXnkFr7zyCoDqJQnu3r2LhIQEBAUFQSKRVNotgYiIiIiIiKgxq9dJgWc9myTIycmRSxJcvnxZTBJIJBLO6U5ERERERESkgJ62A6gNCwsL+Pr6YvXq1Th37hwyMzOxe/dudOvWDYIgsCk1ERERERERkQI61VKgMvn5+fjrr78QFhYmNzghEwJEREREREREiulcUuDp06f4+++/xSTAhQsX5MYLeLbLgL6+Pnr16lXXYRIRERERERHVe/U+KVBQUICoqCgxCXD+/HkUFxeL259NAhgYGMDV1RUeHh7w8PDAgAEDYGFhUddhExEREREREdV79S4pUFhYiDNnzohJgHPnzqGoqEjc/mwSwMjICG5ubmISoH///jA1Na3rsImIiIiIiIh0jtaTAkVFRTh79qyYBDh79qzCJICJiQn69u0rJgH69u0LExOTug6bqF6SgGNpEBERERGR6rSaFPDx8cGZM2dQWFgovvZsEsDU1BT9+/cXkwBubm4wMjKq61CJiIiIiIiIGhytJgXCwsIqvGZhYYEBAwaISQBXV1cYGGi9QQMRERERERFRg6P1u22JRAJBEGBhYYEZM2bgo48+wnPPPaftsIiIiIiIiIgaPD1tBwCUJQZyc3OxevVqtGrVCt27d8eHH36I/fv3Iz09XdvhERERERERETVIWm0pMGbMGERGRuLhw4dyr8fGxiI2NhZbtmwBADg5OcHT01PsUsCWBERERERERES1p9WkwJ49ewAA169fR3h4OMLCwhAREYG0tDS5ctevX8f169cREBAAAOjcubOYJPD09ETLli3rPHYiIiIiIiIiXaf1MQWAspYATk5OeP/99wEAcXFx4hSFERERFboQ3Lx5Ezdv3sTWrVsBAB07dpRLErRq1arOz4GoLnzY80Nk/z4byLxTcaPLeLTpNKrugyIiIiIiIp1VL5ICz3J2doazszNmzJgBAIiJiUF4eDjCw8MRGRlZIUlw+/Zt3L59Gz/99BMAwNHRUS5J0KZNmzo/ByJNcG3pCpQaA/lPK240dwBsutR5TEREREREpLvqZVLgWV27dkXXrl0xc+ZMAMC1a9fEJEFERAQyMjLkysfHx+POnTvYvn07AKB9+/a4fft2ncdNREREREREVJ/pRFLgWd26dUO3bt0wa9YsAMDVq1fFMQkiIyORmZkJQRDE8nfv3tVWqERERERERET1lk4mBZ7VvXt3dO/eHb6+vjh9+jQ2bdqEa9euQSKRyCUHiIiIiIiIiOh/dDopcPfuXXFAwrCwMDx48EDcJpFItBgZERERERERUf2nU0mBxMREuSTA/fv3xW2yLQKebSFgYKBTp0lERERERERUJ+r13fK9e/fkkgBJSUnitmeTALL09PTQs2dPeHl5wcvLC4MGDaqzmImIiIiIiIh0Rb1KCiQnJ8slARISEsRtzyYBZFsDSCQSvPDCC2ISwN3dHZaWlnUdPhEREREREZFO0WpS4MGDB+LUgmFhYbhz5464TVESACibgcDLywuenp7w8PCAtbV1ncZOREREREREpOu0mhRo06aN2PRfURJAEAQ4OzuLLQE8PT3RrFkzrcRMRERERERE1FDUm+4DzyYBOnfuDE9PTzERYGtrq+UIiYiIiIiIiBoWrScFyhMBjo6OYgLAy8sLdnZ2Wo6MiIiIiIiIqGHTalLAz89PTAK0bdtWm6EQ6YSo5Cg81isAzEwrbsyJh0NGDLo261r3gRERERERkU7SalIgKChIm4cn0jk//PMDrhjmArbNK25MC8fE+DZMChARERERkcr0tB0AEREREREREWkHkwJEREREREREjRSTAkRERERERESNFJMCRERERERERI0UkwJEREREREREjRSTAkRERERERESNFJMCRDpEgKDtEIiIiIiIqAFhUoCIiIiIiIiokWJSgIiIiIiIiKiRYlKAiIiIiIiIqJFiUoCIiIiIiIiokWJSgIiIiIiIiKiRYlKAiIiIiIiIqJFiUoCIiIiIiIiokWJSgEiHCBC0HQIRERERETUgTAoQERERERERNVJMChARERERERE1UkwKEBERERERETVSTAoQERERERERNVIG2g6AiIiIGhZBEFBaWgpB4OCoRERU/0kkEujp6UEikWg7FK1gUoCoAWmsv8iISLsEQUB+fj5yc3ORl5eHwsJCbYdERERUbcbGxjAzM4O5uTlMTU0bzXdrJgWIdAkfuhFRPVNcXIz79++joKBA26EQERHVSmFhIQoLC5GZmQkTExO0adMGhoaG2g5L4zimABEREdVIQUEBEhISmBAgIqIGpzH9jWNSgIiIiKpNEAQkJSVBKpVqOxQiIiKNkEqluHfvXoMfI4fdB4iIiKjacnNzUVJSIveaoaEhrKysYGZmBkNDw0bTF5OIiHSbIAgoLi5GXl4esrOzUVxcLG6TSqXIzc2FhYWFFiPULCYFiIiIqNqysrLk1o2NjdGuXTsYGPCrBRER6R5DQ0OYmprC2toaSUlJcoPmZmVlNeikALsPEBERUbUIgoC8vDy512xsbJgQICIinWdgYAAbGxu51/Ly8hp0FwImBYiIiKhaSktLK3w5MjU11VI0RERE6vXs3zRBEJgUICIiIipX2RcjPT1+pSAiooahsr9ppaWlWoikbrCdH5EOGd15NNxTbwM5Dypu7OCN7q0G1n1QRERERESks5gUINIhIzuNBMI2AllPKm607gm07l/3QRERERERkc5iWz8iIiIiIiKiRopJASIiIiIiIqJGikkBIiIiIiIiokaKSQEiIiIiIiKiRopJASIiIiIiIqJGikkBIiIiIqIakkgk4g8plpCQIL5XDg4OWonBwcFBjCEhIUErMTR24eHh4jXw9PTUdjgEJgWIiIiIGh1PT0/xS7m/v7+2wyEiIi1iUoCIiIiI6g0+eSdVySa3wsPDtR0Okc5iUoCIiIiIiIiokWJSgIiIiIiIiKiRYlKgDhQVFeHnn3+Gr68v7O3tYWJiAjs7O/Tv3x9r167Fo0eP1H7MuLg4bNy4EWPHjsXzzz8PKysrGBoaonnz5nB1dcWcOXNw+fJltR+XiIiIiIiIdIeBtgNo6K5fv44333yzwg14amoqUlNTcebMGaxZswZBQUHw9fWt9fFOnjyJuXPnIiYmptLtGRkZyMjIwMWLF7Fx40aMGTMGAQEBsLGxqfWxSfMSnySiQCIFjAwrbizMgHV+GmxNbes+MCIiIiIi0klsKaBB9+/fh4+Pj5gQkEgk8PDwwLvvvovhw4ejSZMmAIC0tDSMGDECp0+frvUxL168KJcQkEgkeOGFFzBmzBhMmzYNI0eORIsWLcTt+/btg7u7OzIyMmp9bNK8TyM/xWijLIxubVfx5/4h/Bz7s7ZDJCKiRqa4uBgnTpzAggUL4OXlhVatWsHExARNmjRBmzZt4Ovriw0bNiA3N7fKOmSnKJMlO+ig7I+iqeTu3buHFStWYNCgQWjVqhWMjY1hY2ODnj17Yv78+bh586a6Tr1KFy9exLRp09ClSxeYm5vD2toarq6u+Oqrr5Cdna10/8oG0EtJScHKlSvh5uaGli1bQl9fH02bNq2yjoyMDHz77bd46aWX0LZtW5iYmKBp06Z4/vnnMXPmTFy4cEGlc1HH9a2Jp0+f4rXXXhPfh5YtW+LKlSsA/ve5iIiIEMt7eXlV+lkJDg5Weqz79+/jiy++wAsvvICmTZvCzMwMTk5O+PDDD5GYmKh0f3Vcr7Nnz2LWrFno2rUrrK2tYWJigjZt2mDo0KHYtGkT8vLylMYxefLkap13cHCwWH7y5MlKyycmJmL+/Pl4/vnnxc+1i4sLFi9ejKSkJAC1m24wNDQU48ePh6OjI0xMTNCsWTO4u7tj06ZNKC4urlZdVE0CaYy7u7sAQAAg2NvbC//884/c9vT0dMHHx0csY2NjIzx+/LhWx1y1apUAQOjRo4ewefNm4dGjRxXKFBYWCqtWrRL09fXFY48dO7ZWx1WHa9euifEAEK5du6btkOqd8b+NF7oFd6vyZ+35tdoOUeeF30gT7Bf+XuGn02ch2g6NqN4oLi4WYmNj5X6Ki4u1HRZVg4eHh/j3dunSpTWuJykpSWjWrJnc3++qfpo3by788ccfldYTFhamUh3lP3fv3q1QR0lJifDFF18IJiYmCvc1MDAQPvvsM6G0tLTG5y1Ltm5BEIRly5YJenp6VR7fzs5OiIiIUFin7PUJCwsTDh06JFhbW1eoy8rKqtL9N23aJFhZWSl8HyQSifDOO+8IhYWFVcahrutb7u7du3LfjauSlZUlDBo0SCzbvn174datW+L26nxWgoKC5Oq2t7eX+xwdPHhQ4XvVpEkT4ffff1d4XrW5Xrm5ucK4ceOUnoednZ0QEqL4u4ifn1+V512ZoKAgsbyfn5/Csjt37hTMzMyqjM/S0lI4dOiQ3P9lDw+PSut6tkxhYaEwbdo0heffq1cvIT09Xek5qYu6/s7pyv0Nuw9oSEhICCIjIwEARkZG+O2339C9e3e5Ms2bN8fhw4fh4uKCO3fuIDMzE6tXr8bKlStrfNzOnTvj4MGDGDFiRJVljIyM8Omnn8LY2Bgff/wxAGDv3r1YtmwZnJycanxsIiKiqkhLSpGSXaDtMOo1OysTGOjrViPOvLw8sbWhtbU1unbtCnt7e5ibm6OoqAh3797F2bNnUVBQgEePHsHX1xcRERHo37+/XD2tW7fGzJkzAQCbN28WXy9/7VmWlpZy6yUlJRg3bhx+/fVX8TU7Ozv06dMHtra2yM3NRXR0NOLj4yGVSrFy5Uqkp6dj69atankfym3cuBFLly4FAHTo0AF9+vSBsbExYmJicO7cOQBlT5B9fX0RGhoKNzc3pXVGRUXB398fxcXF4pPT5s2bIy0trdLxoebOnYv169eL682aNUPfvn3RqlUrFBQU4PLly7h27RoEQcD27dvx4MEDHD16FHp6FT976rq+1ZGSkoKhQ4fi33//BQB0794dJ06cgJ2dnVim/HNx8OBBPHjwAAAwYsQItG7dukJ9zs7OVR7r9OnTmD59OkpKStCuXTv069cPlpaWuHv3LsLDwyGVSvH06VOMHTsW165dQ/v27ZXGX53rlZ+fD29vb/GzAQCtWrXCoEGDYG5ujtu3b+Ovv/5CSUkJUlJS8Nprr2H37t0YPXq00jjUad++fZg8eTJKS0sBAAYGBnB3d4ejoyOePHmCiIgIPHz4EGPHjq3Rfcz06dMRHBwMPT099OnTB05OTigtLcXZs2dx48YNAMClS5cwadIkhISEqPXcqAyTAhoi+wfNz8+vQkKgnJmZGZYvX46JEycCAH788UcsX74cBgY1uzSjRo1Suezs2bOxdu1a8ZdpSEgIkwJERKQRKdkFGLQ6TNth1Gt/LvBCWxtTbYdRLU2aNMGHH36IiRMnwtXVtdIbyydPnmDFihVYu3YtpFIpJk+ejOvXr8uV7dSpEzZt2gRA/jtU+WvKLFu2TEwI2Nra4vvvv8fo0aMrxLN//35MnToV2dnZCAwMxODBgzF27Nhqn3dVPvnkE5iYmCAwMFD8blcuOjoa48aNQ2JiIvLy8jBp0iRcuXIFJiYmCutc74LYXwAAIABJREFUunQpSkpKsGLFCixcuBCGhv8bV6iwsFCu7Pbt28WEgLm5OdasWYN33nkHRkZGcuXCwsLw9ttvIzk5GcePH8fatWuxYMGCCsdW1/VVVXx8PF566SXcvXsXADBgwAD8/vvvFZrdl38url27Jn6PnTNnTrWbq8+cORMmJiYICAjAW2+9Jdd9JSYmBi+//DKSk5ORn5+PFStWYPv27UrrrM71mj9/vpgQ0NfXx5o1azBnzhy59+7WrVuYMGECLl68CKlUinfffRcvvviiSgkKdXj48CGmT58uJgT69OmD3bt3yx2/PNG2dOlSLF68uFr1nz17FhEREejduzd27twpdy8iCAI2btyIjz76CABw7NgxREZGwt3dXQ1nRrJ0Kx2tI3Jzc+XGB5gyZYrC8qNHj4aFhQUAIDMzU2xhoGn6+vro06ePuK6ofx4RERHRs+zt7bFx40a4ublVeRNoaWmJNWvW4P333wdQdpNz4sQJtcWQkJAgPp20sLBAREQExo4dW2k8o0ePxoEDB8R1f39/CIKgtliKiooQHBxcISEAlN1M/fHHHzA1LUv83LhxQ6WbTKlUihUrVuDzzz+Xu8EEAGNjY3E5JycH8+bNA1D2He/o0aN4//33KyQEgLL+9ydPnhQTEqtXr0Z+fn6FcnV5fa9cuYIBAwaICQFfX1+cPHlSYT/82ioqKsL+/fsxceLECuNZdO3aFT/++KO4vm/fPkilUqV1qnq94uPj5epft24d5s6dW+F97tSpE06ePAkHBwcA/0vC1JW1a9fi8ePHAIB27drh+PHjFRISBgYGWLJkCT755JMKiQ9lCgsL0alTJ4SGhlZ4OCmRSDBnzhy5lhG7d++u4ZmQIkwKaEBUVJT4H8LMzAy9e/dWWN7Y2Bh9+/YV10NDQzUanyzZX4AlJSV1dlwiIiJqXGQfkpw6dUpt9W7YsEH8DrNgwQKlrR69vb3x8ssvAyibwlmdUzS7u7tj3LhxVW7v3Lkz5s6dK64HBgYqrbN169ZYuHCh0nLbt29HVlYWgLIB55Q9TXV2doafnx+AskEJjx8/rvQYitTm+kZERMDDwwMPHz4EAEycOBGHDx8WB+XWlFdffRVDhw6tcruvry9atmwJoOyh3/Xr15XWqer1CgwMFJ++u7i4YNasWVWWtba2xjfffCOu//LLLyoNWFlbpaWl2LFjh7ju7++vMEmzdOnSGiVxvv76a5ibm1e5/Z133hGXz58/X+36STl2H9CAuLg4cbl79+4qdQXo1asXTp48WWF/Tbt69aq43LZt2zo7LhERETUsxcXFiI6Oxj///IPU1FTk5OTIPVnNyckRl8tHkVcH2T7G48ePV2kfb29v8Wn2X3/9hV69eqkllkmTJikt4+fnh6+++goA8M8//+Dx48ewtrausvwbb7yh0nfJmr4P5U+r//rrL4XdUDV1fQ8dOoQJEyagoKBszJE5c+Zg3bp1FZ7ca8KYMWMUbi+fxSs1NRVAWauUbt26KdxH1esl+xBwypQpSs935MiRsLGxQWZmJgoLC3HmzBmFCQ11iI2NRXp6OgDA0NBQ6VgGZmZmGDFihEozH5QzMTHBq6++qrBMz549xWW2bNYMJgU0oHxADKCs2ZUq2rVrJy6rkoVUh6ioKNy6dUtcHzx4sNrqTktLE3+JqOr27dtqO35DJUB9TRyJiIjU4enTp1i5ciUCAgLw6NEjlfZRtZwyGRkZclMMqnozGRsbKy7fu3dPLbEAkGv5WZVOnTqhWbNmyMjIgCAIuHLlCry8vKos/+KLL6p07DNnzojLO3fuxKFDh5Tuc//+fXG5qvdBk9d327Zt4kB/AMRm93WlqjG/ZDVr1kxcVuXpvCrXq/y6lxswYIDSfQwNDeHm5ia26Lh06ZLGkwKyMTo7O4vdnRXp3bt3tZICXbp0qbSLi6zqXgOqPiYFNKB8lFYAeO6551Tap7xpElA2roCmlZaWyjVf69OnD1xdXdVW/5YtW7Bs2TK11UdERET1z+PHj+Ht7V3tJ/+yT5VrIyUlRW59y5Yt1a6jvL+0Osg+5FGkbdu24vdFZQ9RWrRoobS+3Nxcuff0559/VikOWZW9D5q8vsnJyZg6daq4/sMPP4jjEtQVKysrpWVkxwUoLi5WWl6V65WdnS1Xl6oPEcvHFQDUl1hTRPYYbdq0UWmfymaAUKS610CVcR2o+pgU0IDc3FxxWdW+ULLlZPfXlBUrVoijnerp6WHt2rUaPyYRETVedlYm+HNB1U9Dqew90jUzZ84UbxiNjY0xefJkDBs2DM7OzmjZsiWaNGkCfX19AGXNfssHKCvvS11b6nhqqM6bjPJBBJUxMzMTl5XdQKvyXVJT74Mmr6+enh709PTEsrKtN+qKJrooqHK9nv2uL/t5UKQ6nxt1kI2zJp9tVdRFNxFSjkkBDSjvEwVAaXOYcrKjkT59+lTtMcn67bff5J7if/LJJxg4cKBGj0lERI2bgb6ezk23R4olJyfjv//9L4Cy0e7/+OMPhYPbaeImRvYGpGnTpmp96l8T+fn5KjWxzsvLE5dVKa/MszdiWVlZKj2BVUTT19fOzg5fffUVJk2ahNLSUnz//feQSCTYsGFDreLWBc8OqpeXl6fSzbS6PzfKkjeyMVU2O0VlZGMk3cGkgAbIzjdbVFSk0j6y03docqTV8+fPY8KECeL0Oz4+PhqZ1mTGjBlKB2951u3btzFixAi1x9KYSMBsKxER1Y3Q0FDx+4Svr6/S0e4TExPVHoNsN82srCykp6er1HxbU5KSktC1a1el5WT77zdv3rzWx23atCmMjY3F75O3bt2qdbfQuri+b731FgCIiYGNGzdCIpFg/fr11Q9Yh1hZWcHQ0FDsQpCUlARbW1ul+8m+x5V9bqrbzF5ZCxPZY8iOP6FIcnKySuWofmFSQANks3+qPvWXLadoSo7aiI2NxSuvvCJm8Hr37o1Dhw5VmENVHWxtbVX65UZERES66cGDB+KyKjfCkZGRao/Bzs4O7dq1Q1JSEgDgjz/+EG80teHMmTNK34tbt26J4wlIJBK5kdVrw83NDX/++ScA4MSJE7VOCtTV9X3rrbcgCAL8/PxQWlqKDRs2QCKRYN26dUr31dWm5xKJBD169BCn14uKilJ6vaRSqdj1F0ClM2bIth6QHeOsKrKzkFWmR48e4nJcXBxyc3OV3qdwykDdpKftABoi2REyy+dbVaZ8qhMAsLGxUXtMd+/exUsvvST+gnj++edx7NgxjSUgiIiIqGHT0/vf10hlTYvz8/Oxc+dOleqVbXGpysBuw4YNE5fXr18vPt3WBlUG+JMdmf2FF15QOB1hdchO6xYQECDXnbUmNHV9KzNx4kTs2LFDPOb69evlBsSuSnU/K/WJt7e3uLxjxw6ln9sjR46I3+NNTEzQr1+/CmXKx3QAlE8LWVBQgN9++01hma5du4otb4qLi7Fv3z6F5fPy8lSa9YLqHyYFNKBLly7isqpNqcoz3ADg5OSk1niSk5Ph4+MjZnw7dOiAkydPyiUviIiIiKrD0dFRXD569KjC5srz5s1T+UGJ7PcTVZoiz5s3Txzs7sKFC9Wa/Uj2oYw6REZGYs+ePVVuv3XrllzTeNnR92tr+vTpaNq0KYCypt4zZsxQOUHy6NEjcVrAcpq6vlWZOHEigoOD5RIDH3/8scJ9qvtZqU/ee+898VwvXbqErVu3Vlk2OzsbCxYsENcnTJhQ6ZgRbm5u4vLvv/+ucIaCJUuWKJ3BQE9PD5MmTRLX/f39kZWVVWX5ZcuWKdxO9ReTAhrg7OwsLl+9elWlPj2XLl2qdP/aSktLg4+PD+7evQugbDqRU6dOoVWrVmo7BtUdAdp7+kFERCTL29tbHJE8Pj4ekydPrnBD8OTJE0ybNg0BAQEqj0ouO3f83r17lZbv0KGD3Nz2y5Ytw+TJk6vsA11SUoJTp05h0qRJlTbBrg0jIyNMnjwZu3btqrDt3LlzeOmll8Sn7p06dcK7776rtmNbWVnJNbkPCgrC8OHDcf369UrLC4KAM2fOYNasWbC3t6/Q5VVT11eRt99+Wy4xsG7dOoWJAdnPyv79+7XaSqS6OnTogOnTp4vrs2bNwubNmysM/hcfH48hQ4YgPj4eAGBpaYkvvvii0jrd3NzQoUMHAGUzB0yYMKHC4Jv5+flYsGAB1qxZIzfQeVXmzZsnJpuSkpIwdOhQ8b6inFQqxYoVK1Suk+ofjimgAf379xcHe8nLy8OFCxfQt2/fKssXFhbi7Nmz4rpsc6LayMjIwODBg3Hjxg0AZf38T506JTfHKRERETVuAQEB1Wryu3z5crz22muwtrbG/PnzsXz5cgDAf/7zHxw7dgx9+vRB69atkZKSgvDwcOTl5UFfXx9btmyBn5+f0vrfeOMNHD9+HADw6aef4vjx4+jatavczcbixYvlmt0vXboUCQkJ2LFjB4Cy5ti7du1Cz5494eTkBHNzczx58gSJiYn4559/xKnW1N1qcs2aNZgzZw7efvtt+Pv7o1+/fjAyMkJMTAyio6PFcqampti5c6dc83d1mDx5Mu7cuSMOIn306FGEhISgW7du6NatGywtLZGXl4fk5GRcvnxZ4VNdTV1fZd5++20IgoApU6agtLQU69atg0Qiwbfffluh7KhRo7Bo0SIIgoCjR4/CxcUF/fv3l+tbP378+FqPr6Apa9euxYULF3D+/HlIpVLMmjULX3/9NQYOHAhzc3PEx8cjMjJSbMVhYGCAbdu2yXUTkCWRSLBq1SqMHTsWAHDq1Cm0b98ePj4+aN68OVJTUxEZGYmsrCy0atUKM2fOxOLFixXGaGdnh4CAAHGg8ujoaHTu3Bnu7u5wdHTEkydPEBERgYcPH8LQ0BBffvklPvnkEwDyXVCofmNSQAPMzc3h4+ODkJAQAGV9xxQlBQ4cOCBO42Jtba10dFdVPHnyBEOHDhUHELG2tsbJkyflujYQERERPXz4sFpNvzMzM8XlJUuWICEhQexPnpmZiWPHjsmVb9q0KYKCguQGLVNk8uTJ+OWXXxAWFgZBEBAWFoawsDC5MrNmzZJLCkgkEgQHB8PV1RVLlizB48ePUVJSggsXLuDChQuVHkcikWDAgAEqxaSq2bNnIzMzE8uXL0d8fLz4dFdWy5YtsXv3boXfDWtj+fLl6NatG+bOnYsHDx5AEARcvXpV4aBybm5ulQ48rYnrq4ryJuvliYHvvvsOEokEa9eulSvXqVMnLF68GF9++SUA4Nq1a7h27ZpcmW7dutXbpICpqSlCQ0Px7rvviq1i7t+/L04FKcvOzg7btm3DK6+8orDOMWPGYNmyZVi6dCmAsq4HBw4ckCvTpUsX/PrrryoPCjhu3DgUFBRgxowZyM/Ph1QqRWhoKEJDQ8UylpaW2Llzp9i6BFDPtIlUN5i+0ZAZM2aIy0FBQYiJiam0XH5+PpYsWSKuT58+HQYGtcvV5OfnY9iwYeIfQQsLCxw/fhwuLi61qpeIiIhIlr6+Pnbs2IHffvsNw4cPh62tLQwNDWFrawtXV1esWLECMTEx1Zpy2MDAACdOnEBAQABeeukltGzZEkZGRirtO2vWLCQmJmLz5s0YMWIE2rdvD3NzcxgYGMDa2hrdu3fH+PHjERAQgMTERBw+fLimp14lf39/nDlzBlOmTEHHjh1hamoKKysr9OrVCytWrEBcXBw8PT3VflxZY8eOxZ07dxAcHIwJEyagY8eOsLKygr6+PiwtLeHs7IxRo0Zh3bp1uHHjBqKjoytt9q2J66uqSZMmISgoSHza/O2334pPoGWtWLECx44dw5gxY9C+fXu5m1JdYG5ujj179iAqKgoffPABnJ2dYWVlBSMjI7Rq1QpDhgzBxo0bcevWLaUJgXJLlixBVFQUJkyYgDZt2sDIyAjNmzdH3759sX79ely4cEGlGSVk+fn5ISYmBnPnzkWXLl3Ez3W3bt2waNEiXL16Fa+//rpc0rC82wHVfxJBlzrf6Bh3d3dxahgHBwccOXJEru9TRkYGJkyYgJMnTwIom3UgPj6+0v9ACQkJck2FwsLCKv2DUlhYiOHDh4t1NmnSBMePH1dL6wNNi4mJQbdu3cT1a9euVfsXVkM37vdxiM2IrXL7lK5T8LGr4kF5SLGIm+nw236uwutG+nq4+ZVqf4yJGjqpVIpbt27JvdapU6daJ7WJiEi3LV68GCtXrgQArFq1Cp9++qmWI6oZdf2d05X7G/711qBffvkFbm5uSElJQUJCAnr06AEPDw84OjoiPT0dp06dEgebMTAwwN69e2udUfviiy/EhABQNmjh3r17VRqop1OnTpgzZ06tjk9ERERERI2PIAjYv3+/uN67d28tRkPVwaSABrVp0wahoaGYMGECrly5gtLS0kr7xbVo0QJBQUHw8fGp9THT0tLk1i9duiQ3s4EiHh4eTAroOom2AyAiIiKixmjjxo24efMmgLIxEDw8PLQcEamKYwpomJOTE6Kjo7Fjxw4MHToUbdu2hZGREWxtbdG3b1988803iI2NxbBhw7QdKukA9vYhIiIioroUFRWFadOm4Z9//ql0e25uLvz9/eWmj5w7dy67lOkQXqk6YGRkhEmTJokjqdaEg4ODSjeEwcHBCA4OrvFxiIiIiIiIyhUVFSEwMBCBgYGwt7dHjx49YGtri5KSEty7dw9RUVHIy8sTy7u7u8slCKj+Y1KAiIiIiIiIlEpMTERiYmKV28ePH49t27ZBX1+/DqOi2mJSgIiIiIiIiCrl7u6O0NBQhISE4Ny5c0hJScGjR4+Qk5MDKysrtGnTBu7u7nj77bc5uKCOYlKAiIiIiIiIKqWnpwcvLy94eXlpOxTSEA40SERERERERNRIMSlARERERERE1EgxKUBERERERETUSHFMASIdMrD1QDik3wGeZlbc2LI7ulh3qfugiIiIiIhIZzEpQKRDZveaDVw4CKTfqrjxBS/AcVjdB0VERERERDqL3QeIiIiIiIiIGikmBYiIiIiIiIgaKSYFiIiIiIiIiBopJgWIiIiIiIiIGikmBYiIiIiIiIgaKSYFiIiIiIiIiBopJgWIiIiIiIiIGikmBYiIiIiIiIgaKSYFiIiIiIiIiBopJgWIiIiIiIiIGikmBYiIiIiowZg8eTIkEgkkEgmCg4O1HY6chIQEMTYHBwdth1PvhYeHi++Xp6enVmIoP75EItHK8QkIDg4Wr8HkyZO1HU6DxKQAkQ6RlkohhQApUPFHKEWpUKrV+IiISDd4enrK3exU54dfyomIGhYDbQdARKqbcHQCrhtnAO3bVdx4JwhTzfQxp9ecug+MiIiIqJ5zcHBAYmIiAODu3btsrUH0/5gUICIiImrEevfuDTc3N5XL9+3bV4PREBFRXWNSgIiIiKgR8/X1hb+/v7bDICIiLeGYAkRERERERESNFJMCRERERERERI0UkwJEREREpBZpaWkICgqCn58fevbsCRsbGxgaGqJp06ZwcnLClClTcOLECZXq8vf3F2c8KO/e8PTpU2zbtg1DhgxBu3btYGRkBIlEgitXrqhU54EDB8Q6nZycVD6vmzdvivuZmpoiOztb5X1VERYWhjfffBMdOnRAkyZN0Lx5cwwcOBAbN25EQUGB0v0dHBzE+BISEgAA8fHxWLx4MXr27IkWLVpAT08PPXr0qLKOe/fuYcWKFRg0aBBatWoFY2Nj2NjYoGfPnpg/fz5u3ryp0rk8ffoUhw4dwuzZszFw4EA899xzMDIygrm5ORwcHDBq1Chs374dRUVFKtWnqoyMDPTt21d8H7p06YLExES5aSDLBxkEgPbt21c6u0Z4eLjSY924cQMfffQRnJ2dYW5uDktLS7zwwgtYtGgRHj16pHR/dVyvEydO4J133kHnzp1haWmJJk2awN7eHiNHjkRQUBCKi4uVxiE7C4kq513Z/0lFrl27hg8++ACdOnWCqakpmjdvDldXV6xatUp8n2oz3eDBgwcxfPhwtGvXDsbGxrC1tcWQIUOwa9cuCIJQrboaO44pQERERES1tnHjRnz88ccoKSmpsC07OxvZ2dm4ceMGgoOD4e3tjb1796JZs2Yq1x8XF4cxY8YgJiamxjG+9tpraNmyJVJTU3Hjxg38/fffGDBggNL9tm/fLi6PHj0aVlZWNY5BVnFxMWbPno2AgAC51wsKCvD333/j77//xubNm3Hw4EE8//zzKte7detWzJkzR6WEQmlpKfz9/bFmzZoK5YuKivD48WNcuXIFGzZswIIFC/Dll19CIpFUWld0dDQGDx6M3NzcSs81Ly8PiYmJOHjwIFasWIEDBw6gZ8+eKp9XVe7fv48hQ4YgLi4OAPDiiy/i2LFjaNGihXjTrS4BAQH46KOPUFhYKPf6v//+i3///ReBgYE4fvw4XF1dVa6zOtcrLS0Nb775Jk6fPl1hW1JSEpKSknDo0CGsWrUKv/zyS7XiUKfVq1fj888/l0tOPH36FBkZGbh48SK+//577N+/v0Z1Z2dnY9KkSThy5Ijc6+np6Th58iROnjyJ//znPzhw4ACaNGlSq/NoLJgUICIiIqJae/DggZgQcHR0hLOzM1q0aAETExNkZWXh6tWr4g19aGgoBg8ejLNnz8LY2Fhp3RkZGRg6dCiSkpJgYmKCQYMGwd7eHjk5OTh79qzKMRoYGGDKlClYtWoVAGDbtm1KkwIlJSXYuXOnuP7uu++qfDxlFi5cKCYEunXrhp49e0IikeDSpUu4du0agLJWCt7e3oiKioKjo6PSOvft24cFCxYAAFq3bo3+/fvDysoKDx48QGZmplzZkpISjBs3Dr/++qv4mp2dHfr06QNbW1vk5uYiOjoa8fHxkEqlWLlyJdLT07F169ZKj/348WMxIWBra4uuXbuiTZs2MDMzQ35+Pm7fvo1z585BKpUiISEBHh4euHTpEjp27Fj9N+//Xb9+HUOGDMG9e/cAAF5eXjh8+DAsLCwAAJaWlpg5cyYAYOfOncjJyQEATJo0SSwjq3Xr1lUeKzg4GB988AEAoEuXLnB1dUWTJk1w/fp1/P333xAEARkZGRg+fDji4uLQtGlTpfFX53o9fPgQAwYMQHx8vPhahw4d0KdPHxgbGyM2NhbR0dEAgFu3bsHLywvHjx9XKfGlTt999x0WLlworpuYmMDLywtt2rTBo0ePEBYWhpSUFLz66qv46KOPqlV3SUkJ3njjDZw+fRpGRkbo378/OnTogIKCAvz5559ISkoCABw/fhwff/wxfvjhB7WeW0PFpAARERFpXokUeJKs7SjqN8vWgL7ufjXr3Lkzvv/+e4wcObLKG6t///0X7777Li5cuIArV65gzZo1+Pzzz5XWHRAQAKlUitGjR+OHH35A8+bNxW2lpaWVtk6oynvvvYevv/4agiBg79692LBhQ6U3h+VCQkKQkpICAOjYsSM8PDxUPpYiDx48wLp169CsWTPs2rULQ4cOldt+7NgxvPXWW3j8+DEePnyId999F6GhoVU+pS/32WefwcjICJs2bcLUqVPlyj/7dHvZsmViQsDW1hbff/89Ro8eDT09+R7G+/fvx9SpU5GdnY3AwEAMHjwYY8eOrXBsa2trfPbZZ5gwYQK6detWaXxpaWmYP38+fv75Z+Tk5OD999/HqVOnFJ5TVc6dOwdfX19kZGQAAEaOHIndu3fLJZpsbGywadMmAMDvv/8uJgWWLVsGBweHah3v/fffR4sWLbBz584K1ysyMhLDhw/HkydPkJqaio0bN2LJkiVK66zO9ZoyZYqYEDA1NUVgYCDefPNNuTIXLlzAuHHjcOfOHeTm5mLChAn4999/VUpQqENMTAwWLVokrg8bNgxBQUFo0aKF+Fp+fj7mzZuHgIAArFy5slr179u3D4WFhXjllVcQGBgo97tGKpVi0aJFWLt2LQDgxx9/xMKFC6t9nRsj3f3LQ0RERLrjSTKwwUXbUdRvc/4FrO3r/LAhISEq9YMut3z5ctjY2FR4/Z133lG6r4uLC06dOgUnJyekpqZiy5YtWLRoEfT19RXuJ5VKMWTIEOzZs6fCDauenl6F1xRp3749fHx8cOrUKeTl5WHPnj2YOnVqleW3bdsmLquzlUBxcTH09PRw5MgR9O/fv8L2V155BYcPH4aHhwcEQUB4eDiOHTsGX19fhfVKpVLs2rULb731VoVtsjfLCQkJ4g2ZhYUFIiIiqhxnYfTo0bCxsYGPjw+Asr7lY8aMqZCg6NOnD/r06aMwPltbW+zcuROPHj3CsWPHcPr0acTFxcHZ2Vnhfs86efIkRo0aJbZMmDp1KgICApR+lmrr1KlTcHGp+LvM3d0dK1euxKxZswAAu3fvVikpoOr1CgsLw7Fjx8T13bt347XXXquwj6urK06fPo0ePXogOzsb9+7dUzlBoQ7+/v7ieBGurq44cOAAjIyM5MqYmprihx9+QEZGBvbt21et+gsLCzFo0CAcOXIEBgbyt7IGBgZYvXo1IiIicP78eQiCgD179si1WqDKcaBBIh3CQVOIiEjdzp8/j82bN6v88+TJk1odz8rKCiNHjgQApKSkIDY2VqX91q9fX62bf0WmTZsmLsve9D/r4cOHOHr0KICyGw4/Pz+1HL/cxIkTK00IlBs0aJDck+DAwECldbq5uVV6g/msDRs2iC0sFixYoHTgRW9vb7z88ssAysZ3uHz5stJjKCI7qFx1Wwrs2bMHr776qpgQWLhwIQIDAzWeEJg2bVqlCYFykyZNEm9Ub9y4odL/FVWv148//iguDx8+vNKEQDkHBwd89tln4npAQECdfIfMzMzE4cOHxfXVq1dXSAjI+vbbb2v0f3rdunUVEgLlJBIJpkyZIq6fP3++2vU3RmwpQNSASKC4SSEREVFdSEtLw9mzZxEXF4fHjx8jLy9P7qbkwoUL4vKVK1fQvXt3hfW5uLhU+0myIiNGjIBmcxkwAAAgAElEQVStra0YZ2xsbKUD+e3cuRNSqRQA4OvrCzs7O7XFAJTdRCrj5+eH//znPwCA8PBwCIKgsAvB+PHjVTp2SEhItffx9vYWZ4/466+/0KtXryrL5ufn4+zZs7h69SrS09ORk5Mj180jOfl/3YlUnT0CALZs2YIPP/wQpaWlkEgkWLNmDebNm6fy/rUxZswYhdstLCzQoUMH3LhxA4IgICkpqcpuFOVUfe/DwsLEZVVa5UyZMgWLFi1CaWkpUlJScOPGjWrNuFETUVFR4sCCdnZ28PT0VFi+bdu2cHd3V2nmg3KOjo548cUXFZaRHbxS3QNNNlRMChARERE1YkuXLlVpejFVxMbGYuHChTh27JjK/fxV6bqg7CagugwNDeHn54c1a9YAKGst8O2331YoJzvrgKIuBjUhkUiUNrUHyprkSyQSCIKArKwsJCQkoH379lWWV+W9ysjIkJticN26dUrHKgAg16qjfGC/Z2VmZmLJkiVyg/opo2r3lWXLlomfVQMDA/z0009qb72hiLLkFQC5GTVUmbpSleuVnJyMtLQ0cV1R65JyLVq0QOfOnXH9+nUAwKVLlzSeFJBN7vTu3Vulz1Tv3r2rlRTQxDUgJgWIiIiISA1OnDiB119/vcLgaMqocuMoO0iZurz33ntYu3YtBEHAzz//jK+//hqGhobi9qioKPGGys7ODq+88opaj29tbQ1zc3Ol5SwtLWFlZYWsrCwAZdOuKUoKqPJelQ+cWG7Lli1K93nW48ePK7yWmJgId3d3cQR4VanyGfj7778REREBoCyps3//foVN6DVBlakoZT9DstPxVUWV65Weni4uN2nSBLa2tkr3Acq6EZR/hqszbkhNyR6jTZs2Ku2jaLaHymjiGhDHFCAiIiKiWkpPT8e4cePEhED79u3xzTff4O+//8aDBw+Qn5+P0tJSCIIAQRCwdOlScd/S0lKl9WtirvFOnTqJzZvT09Px22+/yW2XHWtg8uTJVfZhrilTU1OVy5qZmYnLym6gVXmv1PH0tLxbhay33npLTAhYWlpi3rx5OHHiBO7evYvc3FyUlJSInwHZ5vCqfAaevdG7detWrc+hulR58l1dqlyv8rETAPnPgjLV+dyog2ycqn6+q3M+gGauAbGlABEREdUFy9Zlo+tT1Syr98SsPgkMDBRvNHv27InIyEiFT8Hr4gZFFdOmTRNvTrdt24ZRo0YBKLu52bt3r1hOlT7c1ZWfn69y2by8PHFZ0fSJ/8fencdFXe3/A38NuwgIoiCLooCgAm65myJumHtibuSS3atpXcu0sjS3rnbLpe7vZmoumJqYJqG5b7iiGKEiSC4IiKIiILIp6+f3Bw8/3xkYYFaGYV7Px4PH43NmzuecM3PmZPOesyhK+ouYra2t3F/9lRUZGYmLFy8CKG9jVFRUtdPVlf0MdOvWDYGBgeIGevPnz4dEIsHHH3+seqP1hPRYkv4s1ETTn5uagjfSnytFP9/KvB7SHgYFiIiISPuMTXRy3B7VjlOnTonXixYtqnFafEpKirabpJAxY8agSZMmyMjIwLFjx/Dw4UO4uLhgz5494q+e/v7+8PT01Hjdz549Q25ubo1f1nJycmR+2W/SpInadTs6OorX2dnZePr0qdpLNKQ/A9OmTatx/boqn4HPP/8cAMTAwLx58yCRSDB37lyly9In0n3z4sULZGRkKPQ5kH6P5eWXnn0hb+ZHRTXNMJGu48GDBzWWB8huOEm6w+UDRERERKSWtLQ08drHx6favKWlpeIvyrpmZmYmngBQWlqKbdu2AZBdOqDpDQZfEQQBUVFRNeaLiooST26wtbWtdj8BRTk5OaFFixZi+vjx42qXqcxnAADOnTunUj2ff/45Vq5cKaY//vhjfP/99wrdq69Tz11cXGT2EYiMjKzxnszMTNy6dUtMyzspQjoglZmZWWOZN27cqPb5jh07itfR0dEKHYPIIwPrBgYFiIiIiEgt0meN1zRtODw8HI8fP9Z2kxQ2Y8YM8Xrr1q1ISEgQv3TZ2toiKChIa3Xv2LGjxjyvAhUA0K9fP419sR02bJh4/f3336t9jr0yn4G0tDQcOHBA5bo+//xzrFixQkzPnTtXocCAhYWFeK1vG9AFBASI19Kfiar8/PPP4nR/Z2dneHt7V8ojHWCq6VjItLQ0XLhwodo8vXr1EmcfpKWl1XiqQGpqKs6fP19tHqodDAoQERERkVrc3d3F6/3791eZ7+nTp3Vuqre3tzf69OkDALh37x7effdd8blJkyZpZZPDV3bu3Fntr77nz59HaGiomNbkrIV58+bB2NgYQPmvusuWLVP4XnlBHUU/A6WlpZgxY4bSp1RU9MUXX1QKDPz3v/+t9h7po+r0bdr6zJkzxevff/8dR48erTJvamoq/v3vf8vcKy+Y1K1bN/E6NDS02j6ZO3dujYEUe3t7mRMhPv30UxQVFVWZf/78+QofXUraxaAAkR4RoF4Un4iISBuGDx8uXv/nP//Bzp07K+WJiYmBv78/UlNTld5xXNukZwtcunRJvJYOEGiaqakpysrKMHLkSBw7dqzS80ePHsWoUaPEX/D79u2LoUOHaqx+Dw8PLFq0SEwvW7YM06ZNq3IteGlpKU6ePIkpU6bInYo+bNgw8Yvn2bNnMX/+fLx48UImz+PHjxEUFIRDhw5p5DPwxRdfyHz5/eijj6oNDEifcS+9kaQ+CAgIkDkW86233sLevXsr5bt69SoGDBggbh7ZvHlzzJkzR26ZI0aMEJcQpKSk4B//+EelPsvKysKUKVOwZ88emJub19jOJUuWiLMFoqOjMWbMGJkjFYHymSSzZs1SuEzSPm40SERERGTADh8+rNQZ5paWlvj2229lHps2bRrWrl2L27dvo7CwEJMnT8bKlSvRoUMHWFhYIC4uDtHR0QCADh06IDAwsFIZujR27Fh8+OGHyMrKEh/r2LGj3C+/muLs7IwxY8bgu+++w5AhQ9C+fXt06tQJQHkARXr9toODA7Zu3arxNfFLlixBcnIyfv75ZwDlU8537tyJTp06oU2bNrCyskJOTg5SUlJw/fp1cfNF6V/cX2nTpg0mT56M7du3AwDWrFmDXbt2oWvXrnBwcEBycjLOnTuHoqIiWFtbY9WqVXjvvffUfg0LFy4EADHA8dFHH0Eikcj9IhwUFIQNGzYAANavX4+YmBh07txZ5vi8WbNmwcPDQ+12aUNISAh69+6NxMRE5OXlYdy4cWjdujW6d+8OMzMzJCQk4PLly2IgqWHDhggNDYWtra3c8iwtLfHll1/i008/BVA+c+X48eMICAiAjY0NUlNTce7cORQUFMDX1xeBgYFYs2ZNtW308/PDihUrxDIPHToENzc3BAQEwMXFBZmZmTh9+jSys7Nha2uLuXPnikeUSi9BodrFoAARERGRAfvzzz+V2uyrUaNGlb7Qm5ub448//sAbb7yBe/fuAQASEhKQkJAgk69379749ddfsWnTJvUbrkEWFhaYPHmyzK/M2tpgUNo333yDvLw8bNq0CbGxsYiNrXxsp6enJ37//XetfFGVSCTYtm0bunTpgsWLF+PZs2coLS1FdHS0GMSRd0/v3r3lPrd+/Xo8fvxY3Ljw0aNHlfYOcHV1xe7duzW6pn/hwoUQBAFffvklAODDDz+ERCLBv/71L5l8AwcOxNtvvy3OZImKiqq02ePw4cPrbFDA0dERFy9exKRJk3D69GkAwJ07d3Dnzp1KeT09PcWgTHXmzZuH27dvY/PmzQCA9PR0/PrrrzJ5evTogb1794p5avLJJ5+gpKQEixcvRklJCV68eIHDhw/L5HFycsJvv/2G+Ph48TFNHJtIqmE4hoiIiIjU5uXlhatXr2LlypXo0qULrK2tYW5uDjc3NwwfPhy7du3CmTNn4OLiouumyiW9oaCFhQWCg4O1XqepqSl++uknHD9+HOPHj0erVq1gYWGBxo0bo1evXvjuu+9w48YN+Pr6arUdH3zwAVJSUrBu3TqMHj0arVq1gpWVFUxMTGBnZwc/Pz9MmDABGzZsQEpKSpV7BlhaWuLIkSPYsWMHBg4cCHt7e5iamsLJyQm9e/fG2rVrERsbW2VQQR2LFi3CV199JabnzJmDH374oVK+7du3IzQ0FMOHD4erq6vM5oP6wNHREadOncLRo0cxbdo0eHp6wsrKCubm5mjevDlGjhyJrVu34ubNmzUGBIDyX+c3bdqEQ4cOYdSoUWjWrBlMTU3RrFkzBAQEYMuWLTh37hxcXV2Vaufnn3+OmJgYzJgxA+7u7uLnunPnzlixYgViY2PRq1cvmdk5Vc1oIO2TCOpuNUqkIfHx8TL/6MXFxSl0pI0hCToQhNvPblf5/D/9/ok5neWvGyPFnL39FFO3Xqn0uJmxEW6veEPOHUSGp6SkpNIvU61bt4aJCScgkv5aunSpuNlecHCw3H0RiEizgoODsWvXLgDlmx1OmDBBxy0qp6l/5/Tl+w1nChARERGRQSsrK0NISIiYro2lA0SGLj8/X2ZZgSIzG0g7GBQgIiIiIoMWHh6O+/fvAyjfMK9fv366bRCRAVi0aBGys7MBlAcE6upeDoaAQQEiIiIiMlhZWVn47LPPxPTcuXN12Boi/ffbb7/hk08+wd27d+U+n5GRgdmzZ+P7778XH/vkk09qq3kkBxf/EREREZFBWblyJbKyspCRkYFDhw6JRzJ6eXnhnXfe0XHriPRbXl4eVq9ejdWrV8PLywt+fn6wt7dHYWEhkpKSEBUVhcLCQjF/cHAw3nrrLR22mBgUICIiIiKD8tNPPyElJUXmMUtLS+zcuROmpqY6ahVR/XP79m3cvi1/k2xjY2O8//77WLt2bS23iipiUIBIj7jZuAGZiUDxi8pPWjeDfQP72m8UERGRnpJIJGjatCn69euHxYsX18ldwYn0zaRJk9C0aVMcPXoUMTExePLkCTIyMlBQUAA7Ozu0bNkS/fr1w/Tp0+Ht7a3r5hIYFCDSK2v7rQVuBwBpSZWfHDgLaKv9M5WJiIj0XXJysq6bQFRvmZmZYdiwYRg2bJium0IK4kaDRERERERERAaKQQEiIiIiIiIiA8WgABEREREREZGBYlCAiIiIiIiIyEAxKEBERERERERkoBgUICIiIiIiIjJQDAoQERERERERGSgGBYiIiIiIiIgMFIMCRERERERERAaKQQEiIiIiIiIiA8WgABEREREREZGBYlCAiIiIiIiIyECZ6LoBRKS42Sdn475pFuDqVPnJ+3sx4WYTvN3u7dpvGBERERER6SUGBYj0yKP8R0gxKgOMTCs/WZyD50XPa79RRERERESkt7h8gIiIiIiIiMhAMShAREREREREZKAYFCAiIiIi0qEzZ85AIpFAIpGgX79+VeZ7lUcikdRe44io3uOeAkREREQEAEhJScH+/ftx5MgRJCYm4smTJygqKoKjoyNcXFwwYMAAjBgxAl27dtV1U4mISEMYFCAiIiIycBkZGVi6dCk2btyIkpKSSs+npKQgJSUFkZGR+OqrrzB48GCsWbMGvr6+OmgtERFpEoMCRERERAbs5s2bGDJkCFJTU8XHTExM0KNHD7i5ucHc3BxpaWmIjIxETk4OAOD48ePo0qULdu7cibFjx+qq6UREpAEMChAREREZqJs3b+L111/Hs2fPAACmpqaYP38+Pv74YzRp0kQmb2FhIX799VfMnz8fT58+RWFhIcaPH4/t27cjODhYF80nIiIN4EaDRERERAbo5cuXGD9+vBgQsLS0xIkTJ7By5cpKAQEAMDc3x5QpU3D9+nW0bt0aAFBWVoaZM2fi1q1btdp2IiLSHAYFiPSIIAi6bgIREdUTK1euRFxcnJjesWMH/P39a7zPyckJJ06cgJWVFQAgPz8fM2bM0Fo7iYhIuxgUIKpHJOARRUREVLOCggL8+OOPYnrkyJEYM2aMwve7ublh2bJlYvrcuXO4cuWKmP7Xv/4lHp03c+ZMhcvdvn27eN9rr71Wbd7MzEysWbMGgwYNQvPmzWFhYQFbW1u0a9cO77//PqKjo2usb+nSpWJ9S5cuBQC8ePECW7ZsweDBg9GiRQuYmZlBIpHg2rVrMvc+f/4coaGhmDlzJrp3744mTZrAzMwMNjY28PT0xKRJk7B3716UlZUp/PqJiHSBQQEiIiIiA7N3715kZmaK6Xnz5ildxowZM8TZAgCwfv168frtt9+WqauoqEihMnfu3Cm3jIrWrVsHDw8PzJ8/HydPnsSDBw9QWFiI58+fIyEhAT/++CO6deuGd999V+G6ASAhIQFdu3bFP/7xD5w4cQKpqakoLi6ulC8sLAyOjo6YNGkSfvrpJ1y5cgWZmZkoLi5Gbm4uEhMTERoainHjxuG1115DcnKywm0gIqpt3GiQiIiIat3dZ3d1Uq+ZsRla2LRQ+r77OfdRVKr4l0tFedp5arxMRURERIjXrq6u6Nu3r9JlWFlZYdSoUfjll18AAGfOnBGf6969O1q3bo07d+7g2bNnOHLkCEaNGlVteY8fP8bp06cBAMbGxpg4caLcfHPnzsX3338vpu3t7dGjRw84Ozvj5cuXuHr1KuLi4iAIArZu3Yq0tDQcOnQIRkbV/xaWmZmJIUOG4P79+7CwsECfPn3g5uaG3NxcXL58WSZveno6CgsLAZS/f+3atUOzZs1gaWmJvLw8JCQkICYmBoIg4Nq1a+jTpw+uXbsGe3v7attARKQLDAoQERFRrXvzwJs6qdejkQfCR4crfd+c03OQ+DxR4+25MfWGxstUxIULF8Tr7t27q1xO9+7dxaBAcnIyHjx4AFdXVwBAcHCwOCV/586dNQYFQkNDUVpaCgAYMGAAmjVrVinP1q1bxYCAlZUVVq1ahenTp8PMzEwmX0REBCZPnoyHDx/i6NGjWL16NT799NNq69+wYQNKSkowduxYrF+/XmazxbKyMrFtAODi4oKvv/4aY8eOhaen/MBOUlISZs2ahWPHjuHBgwf47LPPsHnz5mrbQESkC1w+QERERGRgUlJSxGtfX1+Vy6l4r3S50tP/Dx48iJycnGrLehVcqHjvK7m5ueIyB2NjYxw6dAjvvfdepYAAAAQEBODEiROwsLAAAHz77bcoKCiotv6SkhIMHjwYv/76a6XTF4yMjGBqaiqmR4wYgQULFlQZEACAVq1a4Y8//kD79u3F1/fqpAciorqEQQEiIiIiA5KTk4OSkhIx3bhxY5XLsrOzk0lnZWWJ1x4eHujRoweA8uMP9+3bV2U5t27dwl9//QWg/GjEN9+sPJNk69atyM7OBgBMmzatxiUPbdu2xdSpUwGULw04evRoja/n+++/r3GZgTJMTU0RHBwMoPw9kJ6hQURUV3D5ABEREZEByc3NlUk3bNhQ5bKkNxoEUGk2wNtvvy2ux//ll1/wzjvvyC1HeoPB0aNHVyoXAA4fPixeT5gwQaH29e/fHxs3bgRQvmSiuhMW2rdvj7Zt2ypUrrTs7GxcvnwZ8fHxyMzMRF5ensyJA3///bd4fe3aNYwYMULpOoiItIlBASIiIiIDYm1tLZPOz89Xuay8vDyZtI2NjUx6woQJmDt3LoqLixEREYG0tDQ4OztXKmfXrl3idVWnDly6dEm83r59O8LDa94b4sGDB+J1ampqtXlrOgJRXtkLFizAb7/9Jm46WJOMjAyl6iAiqg0MChAREREZEBsbG5iYmIhLCKSn/Cur4hr5iksR7O3tERgYiIMHD6KsrAyhoaGVjj+MjIzEvXv3AAAODg4YNGhQpXry8vJkZjjs2LFD7bZW1LRpU4XLunr1KgYMGKD0HgEVZ2kQEdUF3FOASI8IEHTdBCIiqgfc3NzE67i4OJXLqXivdLmvSP/yL72Z4CvSSwcmTJgAE5PKv1k9f/5c5Ta+Ir2PgjwNGjRQqJzCwkIEBQWJAQFHR0csWbIEZ86cQWpqKvLz81FWVgZBECAIAkJCQsR7pZcVEBHVFZwpQFSPSCDRdROIiEgP9O7dG4mJ5UcsRkVFqVyO9L1ubm7icYTSRo0aBRsbG+Tk5ODq1atISEgQ1+4XFxdj7969Yt6qlg5U3PcgOzsbjRo1Urnd6ti3bx+SkpIAAK6uroiOjoajo2OV+Tk7gIjqOgYFiIiIqNb9PvJ3ndRrZlz5+DpF/L/+/w9FpUUabo3uBAQEYPv27QDK18afO3euxt38K8rPz8f+/ftlypTHwsICY8aMwbZt2wCUzwxYsWIFAODo0aPiOnsvLy907dpVbhm2trYwNzcX1+7fuXMHXbp0Uaq9mnLq1Cnxeu7cudUGBADZYxqJiOoiBgWIiIio1nnaVX2+e13UwqaFrpugUW+99RY+/vhjcQr82rVrlQ4K/PTTTzIbDc6cObPKvG+//bYYFNi1axf+/e9/QyKRyCwnqGqWwCvdunXD+fPnAQDHjh3TWVAgLS1NvPbx8akx/7lz57TZHCIitXFPASIiIiID07BhQ8yePVtM79+/H2FhYQrfn5KSgsWLF4vp119/HT169Kgyf0BAAFxcXAAAycnJiIyMRG5uLg4cOCDmCQ4OrrbO4cOHi9cbNmzAy5cvFW6vJhkZ/d//PhcUFFSb96+//sKff/6p7SYREamFQQEiIiIiA7Rw4UK0a9dOTE+ePFmhX7UfP36MwYMHi7MELC0tsWnTpmrvMTIywsSJE8X0zp07ERYWhhcvXgAAevXqBXd392rLmDlzJmxtbQGUL3mYPXs2BEGxDXgzMjJQWlqqUN6aSLdTevlERQUFBZgxY4ZG6iQi0iYGBWpBUVERduzYgaFDh8LNzQ0WFhZwcnJCr169sHr1aq2eWZuXl4f169cjICAArq6uMDc3h6urK/r3748NGzZUOl+YiIiIDEODBg3w66+/ihv2FRQUYODAgVi4cCEyMzMr5S8qKsL27dvRoUMH3L59GwAgkUiwfv16tGnTpsb6Jk+eLF7v3btXZlf+mpYOAECjRo3w3XffiemQkBCMGDECf//9t9z8giDg0qVL+OCDD+Dm5iYGINQlPWNh+/btWLNmTaWAw927dzF48GDExMRU2iSRiKiu4Z4CWvb3339j0qRJuHr1qszjjx8/xuPHj3Hp0iWsWrUKISEhGDp0qEbrvnTpEoKDg8Udcl95+PAhHj58iIiICKxatQq7du1C9+7dNVo3ERER1X2+vr64cOEC3njjDTx48ADFxcVYuXIlvv32W/Ts2RNubm4wMzPDo0ePEBkZKXM0oJmZGbZv347x48crVFf79u3h5+eHGzduIDMzE2fPngUAmJqaYty4cQqVMW3aNNy7dw9fffUVAODQoUM4fPgwfH194evrCxsbG+Tn5+Phw4e4evUqsrOzlXxHahYYGAh/f3+cPXsWgiBg/vz5WLduHTp37oxGjRrhzp07iIyMRGlpKVxcXPDhhx/i008/1Xg7iIg0hUEBLXrw4AEGDBggbkgjkUjQt29feHp6Ij09HSdPnsSLFy+Qnp6O0aNH48iRIxgwYIBG6o6NjUVgYKB4DI6pqSn69+8PV1dXpKam4vTp0ygpKcG9e/cwePBgXLx4Eb6+vhqpm4iIiPSHr68v/vrrLyxZsgSbN29GSUkJSkpKcP78eXFjv4oGDhyI1atXo0OHDkrVFRwcjAULFsg89sYbb8De3l7hMpYvXw5fX1/MnTsXaWlpEAQBN27cwI0bN6q8p1u3bjA1NVWqrdX59ddfMXToUMTExAAAkpKSKv0I065dO+zduxdXrlzRWL1ERNrAoIAWBQcHiwEBNzc3HDhwAO3btxefz8jIwIQJE3Dq1CkUFxdj3LhxSExMFNfLqaq4uBhjxowRAwIdOnTA/v374ebmJuZJTk7G6NGjcf36deTk5CAoKAjx8fEwMeFHgoiIyNA4ODhg/fr1+OyzzxAeHo6jR4/i7t27SE9PR3FxMZo2bSouPxw5ciS6deumUj3BwcH44osvUFZWJj6myNKBisaNG4dRo0Zh9+7dOHbsGP788088ffoUeXl5aNiwIVxcXNC2bVv06dMHQ4cOhZeXl0rtrYqjoyMiIyOxefNm7N69G3FxcSgoKICDgwO8vb0xfvx4BAcHw9LSkkEBIqrzJIKiO7SQUg4fPoxhw4YBKJ9eFx0dDT8/v0r58vPz0b59e9y7dw8A8Pnnn2PlypVq1f3jjz/i/fffBwDY2dkhPj4eTk5OlfI9evQIPj4+4nFEGzdu1OmGOPHx8TKzFeLi4hQ66seQvLn/TSQ9uwtAzrCVGGFmx1mY1WFWrberPjl7+ymmbq38P3Bmxka4veINHbSIqO4pKSnBnTt3ZB5r3bo1A8tERFQvaOrfOX35fsONBrVk3bp14vXUqVPlBgSA8iOBli9fLqY3btyIkpISjdU9f/58uQEBAHBycsK8efPk3kd10++jfse1oia4lpxa+c9jOgMCRERERESkFAYFtCAvLw+nTp0S0++88061+ceOHQtra2sAQFZWlkLHAVXl7t27uHnzppieNm1atfmln4+NjUViYqLKdRMREREREZF+4Tw/LYiMjERhYSGA8pkAXbt2rTa/ubk5evTogRMnTgAATp8+jf79+6tU9+nTp8VrLy8vODs7V5vfxcUFrVu3FqfHREREwMPDQ6W667NvrnyD/XerPotYm34c+CM6OnTUSd1ERERERFS/MSigBQkJCeK1n5+fQmtPOnfuLAYFpO9Xp+7OnTsrdE/nzp3FoIA6ddc30WuD0CKnfFfhbHtz5NpobtdiZWRsCUJ64f9tyNQYz+UO3P9F3MXOcydrr2H1VGFJWc2ZiIiIiIjqCQYFtODWrVvitfSO/9Vp0aKFeP3333/rZd3S0tPT8fTpU6XuuXv3rkbq1hSzomw4IAsA0AB2AHQTFLBDLhxQWGO+vJcleFJacz4iIiIiIqJXGBTQgszMTPHa0dFRoXuaNWsmXmdlZell3dJ+/NlFsEkAACAASURBVPFHLFu2TCNlERERERERkXZwo0EtyMvLE68bNGig0D3S+aTv16e6SbeyYK3rJtRrdg11M1OEiIiIiEibGBTQgpcvX4rXZmZmCt1jbm4uXr948UIv6ybdKRUkiCyte2ee1if+Xk113QQiIiIiIo3j8gEtsLCwEK+LiooUuufVaQWA4r/w17W6pc2ePRtvvfWWUvfcvXsXo0eP1kj9hqREMMLHxbPwEPzSqi0dm9ti4bB2um4GEREREZHGMSigBVZWVuK1or+8S+eTvl+f6pbm4OAABwcHjZSlK0avf4jorDQAwNP8M0BRvE7accvrPQim8o+WLDa1Rqb9a+hvag3VDrGkmng3s4a3ozWMjCS6bgoRERERkcYxKKAF9vb24vWTJ08Uuufx48fidePGjfWy7vrG9/WR4rXRk27wf35PJ+3wd/VHU0vOAiAiIiIiIs1jUEALvL29xeuUlBSF7rl//7543aZNG7XqPnLkiE7qrs86O3ZGZ8fOum4GERERERGRRnGjQS1o27ateH3jxg2UlJTUeE9MTIzc+9Wp++rVqwrdo6m6iYjIMEgklZfTCIKgg5YQERFpXllZWaXH5P3bV18wKKAFvXr1Enf0z8/PR3R0dLX5CwsLcfnyZTHdv7/qq8MDAgLE61u3buHRo0fV5k9LS8OdO3fk3k9ERCSPkVHl/31QdHNbIiKiuq64uLjSY/L+7asv6u8r0yErKysMGDBATG/btq3a/GFhYcjNzQUA2NnZoW/fvirX3bp1a7Rr93+7pP/888/V5pd+3s/PDx4eHirXTUREhkEikcicdgMAOTk5OmoNERGRZlX8N83CwoIzBUh5s2fPFq9DQkIQHy9/5/qCggIsXrxYTM+cORMmJupt9SBd9+rVq6vccPDx48dYvXq1mH7//ffVqpeIiAyHtbW1TDonJwcFBQU6ag0REZFmFBQUVAoK2NjY6Kg1tUMicBGg1vTt2xfnz58HALRs2RIHDhyAn5+f+HxmZiYmTpyIEydOACjf+T8xMRG2traVykpOTkarVq3EdEREBPr16ye33uLiYrRt2xaJiYkAgE6dOiE8PBwtWrQQ86SkpGD06NG4du0aAMDLywvx8fFqByTUER8fD19fXzEdFxcHHx8fnbWHiIiqVlRUJP4784qRkRFsbGxgY2MDU1PTej3VkoiI6o+ysjIUFxcjJycHOTk5lfYU8PDwgJmZmdLl6sv3G54+oEW7du1Ct27d8OjRIyQnJ6Njx47w9/eHu7s7nj59ipMnT4q/qpiYmGDPnj1yAwLKMjU1xb59+/D6668jLy8PV69ehaenJwYMGABXV1ekpqbi9OnT4loZa2tr7Nu3T6cBASIi0i9mZmawtrYWl78B5f9TlZ2djezsbB22jIiISHOsra1VCgjoE34L1CJXV1ecPn0aEydOxLVr11BWVoaIiAhERETI5GvatClCQkJk9iFQV4cOHXD8+HEEBwcjKSkJxcXFOHr0aKV87u7u+OWXX2QiWERERIpwdnbGw4cPkZeXp+umEBERaZyVlRWcnZ113QytY1BAy9q0aYOoqCjs3r0boaGhiI+Px5MnT2Brawt3d3e8+eabmD59Opo0aaLxunv27InY2Fhs374de/bswe3bt5GZmQl7e3t4eXlh3LhxmDJlCqysrDReNxER1X9GRkZwcXFBWlqazIwBIiIifWdtbQ1nZ2eDWArHPQWoztCXNTdERFRZUVERcnJykJubi5cvX+q6OUREREqzsLCAjY2NxpYM6Mv3G84UICIiIrWZmZmhSZMmaNKkCQRBQFlZGfi7AxER6QOJRAIjI6N6fexgdRgUICIiIo2SSCQwNjbWdTOIiIhIAfV/gQQRERERERERycWgABEREREREZGBYlCAiIiIiIiIyEAxKEBERERERERkoBgUICIiIiIiIjJQDAoQERERERERGSgGBYiIiIiIiIgMFIMCRERERERERAaKQQEiIiIiIiIiA8WgABEREREREZGBMtF1A4heKSwslEnfvXtXRy0hIiIiIiJST8XvMxW/79QVDApQnZGamiqTHj16tI5aQkREREREpFmpqano3LmzrptRCZcPEBERERERERkoBgWIiIiIiIiIDJREEARB140gAoDs7GycPXtWTDdv3hzm5uY6bFH5OiDpZQzh4eHw9PTUYYtIUew7/cR+00/sN/3EftNP7Df9xH7TT+r2W2FhocwSaX9/f9ja2mq0jZrAPQWozrC1tcWoUaN03YxqeXp6wsfHR9fNIBWw7/QT+00/sd/0E/tNP7Hf9BP7TT+p0m91cQ+Birh8gIiIiIiIiMhAMShAREREREREZKAYFCAiIiIiIiIyUAwKEBERERERERkoBgWIiIiIiIiIDBSDAkREREREREQGikEBIiIiIiIiIgPFoAARERERERGRgWJQgIiIiIiIiMhAMShAREREREREZKAYFCAiIiIiIiIyUCa6bgBRXda0aVMsWbJEJk36gX2nn9hv+on9pp/Yb/qJ/aaf2G/6yVD6TSIIgqDrRhARERERERFR7ePyASIiIiIiIiIDxaAAERERERERkYFiUICIiIiIiIjIQDEoQERERERERGSgGBQgIiIiIiIiMlAMChAREREREREZKAYFiIiIiIiIiAwUgwJEREREREREBopBASIiIiIiIiIDxaAAERERERERkYFiUICIiIiIiIjIQDEoQERERERERGSgGBQgIiIiIiIiMlAMChAREREREREZKAYFqF4qKirCjh07MHToULi5ucHCwgJOTk7o1asXVq9ejYyMDK3VnZeXh/Xr1yMgIACurq4wNzeHq6sr+vfvjw0bNiAvL09rdeu72u63pUuXQiKRKPW3c+dOjbZB35WWliI2NhZbtmzBrFmz0KVLF5iZmYnvV79+/bTeBo455emq3zjm1JOcnIxNmzbh7bffRocOHWBnZwdTU1M0btwY7du3x8yZM3H27FmttoHjTXm66jeON9VlZWXh+PHjWLFiBd5880107twZLVq0QIMGDWBpaQkXFxcEBgbi66+/xsOHD7XWDo435eiy3/R+vAlE9UxCQoLQqVMnAUCVfw4ODsKhQ4c0XndkZKTQqlWraut2d3cXLl++rPG69Z0u+m3JkiXV1ifvb8eOHRqrX9/9/vvvgqWlZbXvl7+/v1bbwDGnPF32G8ecamJiYoRu3bop/J7169dPSElJ0Xg7ON6Uo+t+43hT3bBhwxR+z8zMzIQlS5YIpaWlGm0Dx5vydNlv+j7eTEBUjzx48AADBgxAWloaAEAikaBv377w9PREeno6Tp48iRcvXiA9PR2jR4/GkSNHMGDAAI3UHRsbi8DAQOTm5gIATE1N0b9/f7i6uiI1NRWnT59GSUkJ7t27h8GDB+PixYvw9fXVSN36Tpf99krXrl3RrVu3GvN5e3trtF59lp2djYKCAp3VzzGnGl332yscc4q7desWrly5IvOYl5cXfH190aRJE2RnZyMyMhIPHjwAAJw5cwY9e/bE+fPn4e7urpE2cLwpry702yscb6pzdHREmzZt0KJFCzRs2BAFBQW4c+cO/vzzT5SUlKCoqAjLli1DcnIytm3bppE6Od7Up4t+e0Uvx5uuoxJEmtS3b18x+ubm5iZcv35d5vmnT58KAwYMEPM0btxYePbsmdr1FhUVCR4eHmK5HTp0EJKTk2XyJCUlCR06dBDzeHl5CcXFxWrXXR/oqt+ko7pLlixRuzxDExISIgAQHB0dheHDhwvLli0TDh8+LHz44Yda/8WZY051uuw3jjnVhIaGCgAET09P4T//+Y/w4MGDSnlKS0uFzZs3y8wC6dGjh1BWVqZ2/RxvqtF1v3G8qW7VqlXCTz/9JNy7d6/KPI8ePRLGjRsn88vvb7/9pnbdHG+q02W/6ft4Y1CA6o1Dhw7JTAmKjY2Vmy8vL09wd3cX837++edq171u3TqxPDs7OyEtLU1uvrS0NMHOzk7Mu3HjRrXr1ne67Dd9/w+4rj169EjuVFfp91VbXy455lSny37jmFPNmTNnhJCQEKGkpKTGvGFhYTL/s3v06FG16+d4U42u+43jTfvKysqEfv36ie/zoEGD1C6T4037tNFv+j7euNEg1Rvr1q0Tr6dOnQo/Pz+5+Ro2bIjly5eL6Y0bN6KkpERjdc+fPx9OTk5y8zk5OWHevHly7zNUuuw3Uk+zZs3QokULndTNMac6XfYbqcbf3x/Tpk2DsbFxjXnffPNNmWmrhw4dUrt+jjfV6LrfSPskEgmmT58upmNiYtQuk+NN+7TRb/qOQQGqF/Ly8nDq1Ckx/c4771Sbf+zYsbC2tgZQvlPpuXPnVK777t27uHnzppieNm1atfmln4+NjUViYqLKdes7XfYb6S+OOaLq9e7dW7xOTk5WqyyOt9qjyX6j2uPg4CBev9oDQFUcb7VHk/1WHzAoQPVCZGQkCgsLAZT/oty1a9dq85ubm6NHjx5i+vTp0yrXLX2vl5cXnJ2dq83v4uKC1q1bi+mIiAiV69Z3uuw30l8cc0TVk0gk4nVpaalaZXG81R5N9hvVnoSEBPHazc1NrbI43mqPJvutPuDpA1QvSA9sPz8/mJjU/NHu3LkzTpw4Uel+deru3LmzQvd07twZd+7cUbtufafLfqvoyZMn2LFjB27fvo38/HzY2dmhRYsW6NOnj8Z3gSb1cMzVDxxz2nPjxg3xunnz5mqVxfFWezTZbxVxvGlHWloaVq9eLaaDgoLUKo/jrXZout8q0sfxxqAA1Qu3bt0SrxWN9kmvqf3777/1sm59V5feuw0bNmDDhg1yn+vduzeWLl2KgQMHaqw+Ul1d+tyQ6jjmtOPVcWWvqPsecrzVDk33W0Ucb5rz4sULJCUl4ciRI/j222+Rnp4OoPyX/QULFqhVNseb9miz3yrSx/HG5QNUL2RmZorXjo6OCt3TrFkz8TorK0sv69Z3+vLeXbx4EYMHD8aiRYtqpT6qnr58bkh1HHOqmzt3rjj1vEWLFhgxYoRa5XG81Q5N95syON6qd+HCBUgkEvHP0tISPj4+mD9/vvjFcsiQIbh06RIaNWqkVl0cb5pTm/2mjLo63hgUoHohLy9PvG7QoIFC90jnk75fn+rWd3XhvfP19cWyZctw7tw5PHnyBEVFRcjJyUFMTAyWL1+OJk2aAAAEQcCKFSvwzTffqF0nqacufG5IdRxz2vPzzz9j3759Yvrrr7+Gubm5WmVyvGmfNvrtFY437bK1tcUvv/yCI0eOoHHjxmqXx/FWOzTdb6/o83jj8gGqF16+fClem5mZKXSP9D+4L1680Mu69Z2u37s5c+Zg6dKllR43NTVFp06d0KlTJ8yYMQMjR47ElStXAABffvklxo4dCw8PD7XqJtXp+nNDquOY057o6Gi89957Ynr8+PGYNGmS2uVyvGmXtvoN4HjTFGdnZ7z//vsAyr/M5ebm4tatW4iJiUF2djaCg4OxefNmbNiwAV5eXmrVxfGmObXZb4D+jzfOFKB6wcLCQrwuKipS6J5Xu94Dikdj61rd+k7X750i0WFHR0ccPHhQzFtcXIzvvvtOrXpJPbr+3JDqOOa0IykpCSNGjBC/UPj5+WHjxo0aKZvjTXu02W8Ax5umuLu744cffsAPP/yAdevWYfv27YiKikJKSop4JGBERAR69OiB69evq1UXx5vm1Ga/Afo/3hgUoHrByspKvFY0SiqdT/p+fapb3+nLe9e0aVMx2gwAR44cqZV6ST59+dyQ6jjmFPfo0SMMGjQIjx8/BlD+P8LHjh3T2BpZjjft0Ha/KYPjTTXOzs4ICQnBnDlzAADPnj3DxIkT1TpOkuNN+7TRb8qoq+ONQQGqF+zt7cXrJ0+eKHTPq3+IAcWie3Wxbn2nT+/dgAEDxOt79+4pHMEnzdOnzw2pjmOuZpmZmRg0aBASExMBAE5OTjh58iScnJw0VgfHm+bVRr8pi+NNdV9//TVsbGwAlB8JqM6XPI632qPJflNWXRxvDApQveDt7S1ep6SkKHTP/fv3xes2bdroZd36Tp/eu4r/sya9QzDVLn363JDqOOaql5OTgyFDhiA+Ph5A+ZeJEydOoFWrVhqth+NNs2qr35TF8aY6S0tL9OrVS0xfvHhR5bI43mqPJvtNWXVxvDEoQPVC27ZtxesbN26gpKSkxntiYmLk3q9O3VevXlXoHk3Vre902W/Kys/Pl0k3bNiw1uomWRxzhoFjrmr5+fkYOnQooqOjAQA2NjY4duwYfHx8NF4Xx5vm1Ga/KYvjTT12dnbitTpf8Djeapem+k1ZdXG8MShA9UKvXr3E3Vfz8/PFf3CrUlhYiMuXL4vp/v37q1x3QECAeH3r1i08evSo2vxpaWm4c+eO3PsNjS77TVnS/zg3bNhQnHJGtY9jzjBwzMn38uVLjBw5UvxVy9LSEocPH8Zrr72mlfo43jSjtvtNWRxv6pEeF+pM4ed4q12a6jdl1cXxxqAA1QtWVlYy63O2bdtWbf6wsDDk5uYCKI8S9u3bV+W6W7dujXbt2onpn3/+udr80s/7+fnViWNIdEWX/aYs6bbVZr1UGcecYeCYq6y4uBhBQUE4ffo0gPKjyPbv34/evXtrrU6ON/Xpot+UxfGmuszMTFy6dElMq/NrPcdb7dFkvymrTo43gaieOHjwoABAACCYmZkJcXFxcvPl5+cLnp6eYt4FCxaoXfcPP/wglmdvby88fvxYbr5Hjx4JjRs3FvNu2LBB7br1na76LTc3V+G833//vVgvAOGXX35Rq+76bsmSJeJ75e/vr5U6OOY0T9v9xjGnnpKSEmHs2LHie2JiYiLs37+/VurmeFOdrvqN4011mZmZCuctKysTJkyYIL535ubmQkZGhlr1c7ypRpf9Vh/GG4MCVK/06dNHHGQtW7YUYmNjZZ7PyMgQBg0aJOZp3Lix8OzZM7llJSUlyQzaiIiIKustKioSPDw8xLydOnUSUlJSZPIkJycLHTt2FPN4eXkJxcXFar/m+kAX/bZ06VJh0KBBQlhYmPDixQu5edLT04U5c+bIlNelSxehtLRUrddb36n65ZJjTre03W8cc6orKysTpk2bJr4nRkZGQmhoqFplcrxpny77jeNNdd99953QpUsX4eeffxaeP39eZb7r168LgYGBMu/fokWL5ObleNM+XfZbfRhvJiCqR3bt2oVu3brh0aNHSE5ORseOHeHv7w93d3c8ffoUJ0+eREFBAQDAxMQEe/bsga2trdr1mpqaYt++fXj99deRl5eHq1evwtPTEwMGDICrqytSU1Nx+vRpFBcXAwCsra2xb98+mJhwCAK66TdBEHDixAmcOHECFhYW8PX1hYeHBxo1aoTCwkIkJibiypUrMsfEuLm5ITw8HEZGXHn1ytChQ5GWlibzmPTxSNHR0ejYsWOl+w4fPgxnZ2eV6+WYU48u+o1jTnXr16+XmW7q4eGBCxcu4MKFCzXea29vj2XLlqlVP8ebanTZbxxv6omOjsbUqVNhYmKCNm3awNvbG3Z2dpBIJMjMzERsbCzu3r0rc09QUBCWLFmidt0cb6rTVb/Vi/Gm25gEkeYlJCTIRE/l/TVt2lQ4ePBgteUoE9V9JTIyUmjVqlW1dbu7uwuXLl3S0KutP2q736R/Fa3pTyKRCGPHjlV7SmB95ObmpvD7KP2XlJRUqSyOudqji37jmFOdMu9dxT83Nze5ZXK8aZ8u+43jTXU//vijUn1lbW0trFmzRigpKamyTI437dNlv9WH8caQEtU7bdq0QVRUFHbv3o3Q0FDEx8fjyZMnsLW1hbu7O958801Mnz4dTZo00XjdPXv2RGxsLLZv3449e/bg9u3byMzMhL29Pby8vDBu3DhMmTIFVlZWGq9b39V2v33yySfo27cvLl26hMuXLyMlJQUZGRnIysqCkZER7Ozs4O3tjV69euHtt9/m2b91FMec/uCY038cb/qD4011s2bNwoABA3Dy5ElERUUhPj4e9+/fR3Z2NoDyoySdnJzQsWNHDBw4EEFBQVr5zHO8KUeX/VYfxptEEARB140gIiIiIiIiotpXRxYxEBEREREREVFtY1CAiIiIiIiIyEAxKEBERERERERkoBgUICIiIiIiIjJQDAoQERERERERGSgGBYiIiIiIiIgMFIMCRERERERERAaKQQEiIiIiIiIiA8WgABEREREREZGBYlCAiIiIiIiIyEAxKEBERERERERkoBgUICIiIiIiIjJQDAoQERERERERGSgGBYiIiIiIiIgMFIMCRERERERERAaKQQEiIiIiIiIiA8WgABEREREREZGBYlCAiIiIiIiIyEAxKEBERERERERkoBgUICIiIiIiIjJQDAoQERERERERGSgGBYiIiIiIiIgMFIMCRERERERERAaKQQEiIiIdatmyJSQSCSQSCZYuXarr5pAcZ86cEftIIpEgOTlZ103SS9u2bZN5Hyv+bdu2TeN19uvXr9o6iYiIQQEiIjJAFb+caOPLiKELDw/H0qVLsXTpUr6/1ajuC6tEIoGJiQns7e3h7e2NcePG4X//+x+ysrLkljV58mSZey9fvqx2+zp06CCWZ2lpiefPn6tdJhER1S0MChAREZHGhYeHY9myZVi2bBmDAmooLS1FVlYWbt++jb1792LOnDlwdnbG8uXLUVJSIpP33XfflUmHhISoVfdff/2F2NhYMR0UFIRGjRqpVaY0Dw8PmT8bGxuNlf2Ki4uLTB0ODg4ar4OISN+Z6LoBRERERARYWFjAxcVF5rHS0lJkZGQgLy9PfKywsBBLlizBX3/9hbCwMBgbGwMA/P394eHhgcTERADA7t278f3336NBgwYqtWfr1q0y6YpBB3XdvXtXo+XJ88svv8ikt23bhnfeeUfr9RIR6RPOFCAiItKh5ORkCIIAQRC4p4CB6969O+7evSvzl5SUhNzcXMTFxeGf//ynTP4DBw7g66+/FtMSiQTTp08X0zk5Odi3b59KbSksLERoaKiY9vDwgL+/v0plERFR3cagABEREVEd5+Pjg59++gkbNmyQefzbb79Fbm6umJ42bZo4cwCo/Gu/osLCwvDs2TMxPX36dG7MR0RUT3H5ABERkYqKiopw5swZJCcnIzMzE40bN0bHjh3RtWtXGBnVTtw9Pj4e169fR3p6OgoLC+Ho6AhfX1+89tpran+JS0tLw+XLl/HkyRNkZWXBwsICTk5O8PHxgZ+fX629RgDIy8vD+fPn8eDBA2RkZMDa2houLi7o168f7OzsVC63oKAAp06dQnJyMl6+fAkXFxf4+fnBz89Pg63XnJkzZyI0NBRnz54FAOTm5uL06dMYNWoUAMDZ2RlDhgzBoUOHAJSfnJCUlIRWrVopVY/0fgTGxsaYOnWqhl4BERHVOQIREZGBCQkJEQCIfyEhIVXmnTp1qpjP399fEARBKC4uFpYsWSLY29vLlPPqr2XLlkJYWJhCbXFzcxPvW7JkiUL3vHz5Uli9erXQokULufUDEFxcXIQffvhBKCkpUajMV0pLS4UdO3YIHTp0qLJsAIK9vb3w7rvvCgkJCeK9SUlJ1d4j72/q1KnVtufatWvCiBEjBDMzM7n3m5iYCCNHjhRu3bql1OssKCgQ5s2bJzRs2FBuuZ06dRJOnDghCIIgREREyDyXlJSkVF3VkS731eerJj/88IPMfYsXL5Z5PiwsrNrna5KSkiIYGRmJ9w8dOlSp+6tScdzpQl1oAxFRXcPlA0REREp4/vw5/P39sWzZMmRmZsrNk5ycjDFjxmDdunUar//OnTvw8/PD/Pnzcf/+/SrzPXz4EB988AH69++PnJwchcp+9OgRevTogcmTJ+P69evV5s3MzMSWLVuwe/dupdqvjMWLF6Nz5874448/UFRUJDdPSUkJDhw4AD8/P+zZs0ehcp8+fYquXbtizZo1yM/Pl5vn6tWrCAwMxH//+1+V268tHh4eMumnT5/KpIcPHy6zy/7PP/8MQRAULn/btm0oKysT05reYJCIiOoWLh8gIiJSUFlZGSZOnIjIyEhIJBIMHjwYAQEBaNq0KZ49e4YjR47g1KlTYv6PPvoIffr0Qfv27TVSf3x8PPr164eMjAzxsebNm2PUqFFo06YNLCwskJSUhN9++w23bt0CAJw7dw5vvPEGzp49CxOTqv/Zv3//Pnr37o0HDx6IjzVo0ACDBg1Cz5494eDggJcvX+L+/fu4fPkyLly4gNLSUpkyTE1NxS+s6enp4lp3ebvqv+Lo6Cj38VmzZsmsnzcyMsLgwYPRt29fODo6Ijc3F5GRkQgPD0dRURGKioowadIkNGjQACNGjKjydb58+RKDBw9GfHy8+JidnR3GjRsnLom4ceMG9uzZg8zMTHz88cdYuHBhleXpQsWjCKX3EADK+2HKlClYvXo1ACAlJQWnTp3CwIEDayxbEASZIySbNm1a7ftJRET1gK6nKhAREdU2VZcPvJpS7ebmJkRHR8vNv2XLFpmy33rrrWrboujygYKCAsHHx0emLV9//bVQVFRUKW9JSYmwbNkymXYsX768yrKLi4uFnj17yuQfNWqU8ODBgyrvefz4sbB8+XLhv//9r9zn5S27UNS2bdtk2tKhQwfh5s2bcvP+/fffQuvWrcW8Dg4OwtOnT6sse+HChTJlDxw4UEhPT6+ULzMzUxgyZIhMv7/60/XygdWrV9fYtwkJCTJ5Jk2apFDZp06dkrlv3rx5yrycatWFqft1oQ1ERHUNlw8QEREpqKysDDY2NoiIiMBrr70mN8/06dMxceJEMX3gwAGZM+ZVtWrVKplftzds2IAFCxbA1NS0Ul5jY2MsXrwY8+bNEx/75ptv8Pz5c7llb9q0CZcuXRLTEydORFhYWJW/7gPlv/B/+eWXmDNnjiovp0o5OTn48MMPxXSbNm1w7tw5tG3bVm5+b29vnDp1yQ+ozwAADC5JREFUCra2tgDKZyhUNeU/PT0dq1atEtM+Pj4IDw9H06ZNK+Vt3LgxwsLC0LFjR5mp9LomCAJ++eUXmce6d+9eKV+bNm3Qq1cvMR0WFobs7Oway694WoH0EYdERFQ/MShARESkhAULFtS4k/vMmTPF68LCwhrX59eksLBQZn+CwYMHVzqzXp6vvvoK9vb2AID8/Hzs2LGjUp6ysjKsWbNGTDs7O2PDhg21erKAtM2bN8sEL7Zs2QIbG5tq72nevDm++OILMb1p06ZKSxuA8rX10nsTrF27Fg0bNqyy3AYNGtS5PQUWLVqEq1eviummTZuib9++cvNK7wXw8uXLGvd/yMnJQVhYmJju0aMH2rVrp2aLiYiormNQgIiISAnTpk2rMU+3bt1kvlQnJCSoVeeJEyeQnp4upufOnavQfQ0aNMC4ceNkyqkoJiYGiYmJYnr27Nk1fgnXpl27donX3bt3l/m1uzpTpkwRr588eYLY2NhKef744w/x2s3NDYMHD66x3L59+6JNmzYKtUEbSktLkZ6ejj/++AODBw/GypUrZZ5funQpLCws5N47btw4WFlZiemKswAqCg0NxYsXL8Q0NxgkIjIMDAoQEREpyM3NDU5OTjXma9CgAezs7MS0ItO2q3P+/Hnx2sLCAv3791f43m7duonXUVFR1ZYNAEFBQSq0UDPy8vJw7do1MT1s2DCF73V0dISbm5uYrvhaS0tLERMTI6YVCQi8EhgYqHBedZw9exYSiUTmz8TEBI6Ojhg5cmSloM6MGTMwe/bsKsuzsrLC+PHjxfSff/4pswSlIumgQcOGDWXuJSKi+otBASIiIgU1a9ZM4bzSv9BWdeydoqSXH7Ru3RpmZmYK3yu9u/+TJ09QXFws8/zNmzfFa2tra3h7e6vRUvXExcXJTPv38fFR6n7p1yp9igIApKamyvSDr6+vwuX6+fkp1Q5ta9asGbZs2YKNGzfWmLfir/1VzRa4efMmrly5IqbHjRsHa2tr9RpKRER6gUcSEhERKaiqado1EZQ4I16ezMxM8frGjRuQSCQql5WdnS2zsZ502Y6OjmqVrS7ptgDqzVp49uxZtWkHBweFy5K3EaE2yDu60djYGDY2NrC3t0f79u3Rp08fvPHGG9UeLymtZ8+eaNu2rbiEZefOnfjmm28q3b9lyxaZdF1ZOvDw4UP4+/vXmK979+6VNmAkIiLFMChARERUx6m7/EBaQUGBTDo3N1e8lp7doAvafJ0VZ2s0aNBA4bKq24xQk7p3744zZ85ovNx3330X8+fPB1B+AsPBgwcxevRo8fni4mLs3LlTTHt7e6N3794ab4cqiouLZfa8qIqrq2sttIaIqH5iUICIiKiOs7S0FK+trKxkpskrq+IvxNKBAE0cnagO6dcJAC1atJB75KIiKs4EqPjFXnpDvZqou/xD16ZMmYLPP/9cXDoSEhIiExQ4dOiQzEaWPIaQiMiwMChARERUxzVp0kS87tWrF44dO6axsl8dWQiU7zkgCILOlhBIv04A2L17N3r27KmRsqU3fgQg8yW4Jk+fPtVIG3SladOmGDFihHjc4OHDh/HkyRMxuCS9z4CJiYnMSQ661rJlS7WX3xARUfW40SAREVEdJ30knvTGgJogveFebm4ubt26pdHylVFxk8PqdspXVvPmzWVmIsTFxSl8rzJ56yrpPQJKSkqwY8cOAMDjx49x5MgR8blhw4YptaEmERHpPwYFiIiI6riAgADx+sGDB7h69arGyu7bt69Met++fRopV3raf1lZmUL3ODg4yJw48Mcff2ikLUD5hn2vvfaamK54vF91NDkzQ1cCAwNlNjEMCQkBAGzfvh0lJSXi43Vlg0EiIqo9DAoQERHVcYGBgbC1tRXT//nPfzRWdqdOneDl5SWm169fL7P5oKqk9yp4/vy5wvdNmDBBvD548KBGZwuMGDFCvE5OTlYoMHD+/Hlx5359ZmxsjGnTponpmzdvIioqSgwOAOVHHb7xxhs6aB0REekSgwJERER1nLW1Nf71r3+J6T179lR53nx1Xr58WekxiUSCefPmiemHDx/ivffeU/jX/aq0bNlSvL5z5w4KCwsVuu+DDz6AjY0NgPIZBhMnTlQqqADIf50AMHXqVJiZmYnpefPmVTqloGI5H330kVJ112XTp0+X2S/igw8+wN9//y2mp06dqvBRh0REVH8wKEBERKQHPvvsM5n1///4xz+wYMEC5OTkVHtfVlYWQkJC0KVLF4SHh8vN8+677+L1118X07t27UJQUBDS0tKqLDcjIwMrVqzA//73P7nP9+jRQ7x+8eIFvvjiC4V2/Le1tZUp88aNG+jevTsuXLhQ7X2CIODPP//EBx98IPNapDk4OOCTTz6RKfvNN99ERkZGpbzPnj3D2LFjERMTAyOj+vG/S+7u7ujXr5+Yjo6Olnmepw4QERkmhoOJiIj0QMOGDfH777+jb9++ePToEQRBwDfffIMff/wRgYGB6NKli7h7f3Z2NhITE3Ht2jX8+eefMmvG5TE2NkZoaCh69eqF1NRUAEB4eDiOHTuGwMBA9OjRAw4ODigsLERqaiqioqJw9uxZlJSUYMmSJXLL7N69O3x8fMTp/2vXrsW6devQsmVLWFhYiPlGjhyJ5cuXy9w7ZcoUxMXFYdWqVQCAW7duoU+fPujYsSP69+8Pd3d3WFlZIS8vD0+fPsWNGzdw+fJlMYhRccNCaYsWLcKhQ4dw7do1AMDx48fh7e2NcePGoX379pBIJIiLi8Pu3buRmZkJIyMjLFy4EF999VW176G+ePfddxEREVHp8T59+sgsIyEiIsPBoAAREZGe8PT0RHR0NMaMGYOoqCgA5ScG/Pbbb/jtt99qvN/Y2LjK51xdXXH58mWMHDkSf/31F4DyX/jDw8OrnGFQkx07dmDIkCHi8X+FhYWVTjfo2LGj3Hu//fZbtGzZEnPnzkVRUREA4Nq1a+KX+epU9zotLCxw7NgxBAQEiCc5ZGVlYcOGDZXyGhkZYe3atejQoUO9CQoEBQXhgw8+QHZ2tszj3GCQiMhw1Y/5cERERAbC2dkZkZGR2L17N7p27SqzRlwed3d3zJo1C+fPn8dbb71VY9lRUVHYvHmzzDGI8jg4OGDWrFkIDg6uMk+nTp0QFxeHr7/+GgEBAWjWrJnMLIGazJ49G3fv3sXs2bNhZ2dXbd4GDRpg4MCBWLduHc6fP19j26OjozFv3jw0bNhQbp6OHTvi2LFj+PDDDxVurz6wsLDApEmTZB6ztrau8bNBRET1l0QQBEHXjSAiIjJUbm5uuH//PgBg+fLl+PLLL5W6PyMjAxcvXsTjx4+RlZUFY2NjNGrUCK1atYKPj4/MMXTKSkpKQlRUFNLT05GTkwNLS0u4uLjAx8cHPj4+NQYkNKmsrAwxMTFISEhARkYG8vPzYWVlBUdHR3h7e8PHxwfm5uZKl5ufn49Tp04hOTkZhYWFcHZ2Rvv27eHn56eFV2HYtm3bhv/f3h2jqA7EARwew1oJNopNquAJhDmAJ9BCrMUj6ImsvIuH8AB2gnaCbLE8UXgs70E22d3/94FFCMxMGX44M+v1+vHcxifod1gDwHdj+wAAtOj5pPzna/z+1XA4TPP5vM4lPVRVlaqq+pKx/1dRFCnnnHLOtY7b6/XSbDardUwA+ElsHwCAltxut5eT70ejUYurAQAiEgUAoCWHwyHd7/fH8/OVg/DbdTqdl99ut6t9jul0+jLH89YBAD6IAgDQguPxmLbb7eO5LEv72AGAxjlTAAAacrlc0mQySdfrNZ1Op5d3m80mFYVWz+/V7/fTeDz+9H3dyrL8dE4A3D4AAI05n89/vVpvuVym/X6f3t60egCgWb4+AKBh3W43DQaDlHNOq9UqLRaLRq/3AwD4wz8FAAAAICibFwEAACAoUQAAAACCEgUAAAAgKFEAAAAAghIFAAAAIChRAAAAAIISBQAAACAoUQAAAACCEgUAAAAgKFEAAAAAghIFAAAAIChRAAAAAIISBQAAACAoUQAAAACCEgUAAAAgKFEAAAAAghIFAAAAIChRAAAAAIISBQAAACAoUQAAAACCEgUAAAAgKFEAAAAAghIFAAAAIChRAAAAAIISBQAAACAoUQAAAACCEgUAAAAgKFEAAAAAgnoH6xcVM98C+XcAAAAASUVORK5CYII=",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_pv = pv_inj_fast*A_fast+pv_inj_slow*(1-A_fast)\n",
    "\n",
    "\n",
    "\n",
    "plot(ls_res_fast.water_cut_time[:,1]./t_fast[end].*total_pv, ls_res_slow.water_cut_time[:,2],\n",
    "#     ls_res_fast.water_cut_time[:,1]./t_fast[end].*total_pv, ls_res_fast.water_cut_time[:,2], \n",
    "    ls_res_slow.water_cut_time[:,1]./t_fast[end].*total_pv, ls_res_slow.water_cut_time[:,2])\n",
    "\n",
    "plot(t./t_fast[end].*total_pv, WC, linewidth = 2, \"--\")\n",
    "\n",
    "legend([\"Late breakthrough\", \"Early breakthrough\", \"Overall\"])\n",
    "\n",
    "xlabel(\"Injected PV [-]\")\n",
    "ylabel(\"Water cut [-]\")\n",
    "\n",
    "savefig(\"results/water_cut_lowsal_zones.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(29999.999999999996, 29999.999999999996, 3.4000000000000004)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_fast[end], t_slow[end], total_pv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(29999.999999999996, 29999.999999999996)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ls_res_fast.water_cut_time[:,1][end], ls_res_slow.water_cut_time[:,1][end]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.1.0",
   "language": "julia",
   "name": "julia-1.1"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.1.0"
  }
 },
 "nbformat": 4,
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